Setup

mat <- read.csv2('../data/student-mat.csv')
por <- read.csv2('../data/student-por.csv')
df <- mat
library(tidyverse)
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library(boot)
library(coefplot)
library(modelr)
library(openintro)
## Loading required package: airports
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library(brglm)
## Loading required package: profileModel
## 'brglm' will gradually be superseded by the 'brglm2' R package (https://cran.r-project.org/package=brglm2), which provides utilities for mean and median bias reduction for all GLMs.
##  Methods for the detection of separation and infinite estimates in binomial-response models are provided by the 'detectseparation' R package (https://cran.r-project.org/package=detectseparation).
library(mombf)
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library(pROC)
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library(keras)
library(mlbench)
library(mgcv)
library(ggpubr)
library(huxtable)
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library(randomForest)
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library(skimr)
source('routines.R')

##0. Descriptive Analysis ###Histograms

p1<- ggplot(df, aes(famrel)) + geom_histogram(binwidth=.5,color="darkblue",fill="darkblue")+labs(x="Family relations")
p2<- ggplot(df, aes(df$studytime)) + geom_histogram(binwidth=.5,color="darkblue",fill="darkblue")+labs(x="Study time")
p3<- ggplot(df, aes(df$failures)) + geom_histogram(binwidth=.5,color="darkblue",fill="darkblue")+labs(x="Past class failures")
p4<- ggplot(df, aes(df$goout)) + geom_histogram(binwidth=.5,color="darkblue",fill="darkblue")+labs(x="Going out scale")
p5<- ggplot(df, aes(df$Walc)) + geom_histogram(binwidth=.5,color="darkblue",fill="darkblue")+labs(x="Weekend alcohol")
p6<- ggplot(df, aes(df$absences)) + geom_histogram(binwidth=2,color="darkblue",fill="darkblue")+labs(x="Absences")
p7<- ggplot(df, aes(df$G1)) + geom_histogram(binwidth=1,color="darkblue",fill="darkblue")+labs(x="First period grade")
p8<- ggplot(df, aes(df$G2)) + geom_histogram(binwidth=1,color="darkblue",fill="darkblue")+labs(x="Second period grade")
p9<- ggplot(df, aes(df$G3)) + geom_histogram(binwidth=1,color="darkblue",fill="darkblue")+labs(x="Final grade")
grid.arrange(p1, p2, p3, p4,p5,p6, p7, p8, p9, ncol=3)
## Warning: Use of `df$studytime` is discouraged.
## ℹ Use `studytime` instead.
## Warning: Use of `df$failures` is discouraged.
## ℹ Use `failures` instead.
## Warning: Use of `df$goout` is discouraged.
## ℹ Use `goout` instead.
## Warning: Use of `df$Walc` is discouraged.
## ℹ Use `Walc` instead.
## Warning: Use of `df$absences` is discouraged.
## ℹ Use `absences` instead.
## Warning: Use of `df$G1` is discouraged.
## ℹ Use `G1` instead.
## Warning: Use of `df$G2` is discouraged.
## ℹ Use `G2` instead.
## Warning: Use of `df$G3` is discouraged.
## ℹ Use `G3` instead.

1. Explaining

1.1 Linear Regression

Full linear model

fitall <- lm(G3~.,data=mat)
summary(fitall)
## 
## Call:
## lm(formula = G3 ~ ., data = mat)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.9339 -0.5532  0.2680  0.9689  4.6461 
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      -1.115488   2.116958  -0.527 0.598573    
## schoolMS          0.480742   0.366512   1.312 0.190485    
## sexM              0.174396   0.233588   0.747 0.455805    
## age              -0.173302   0.100780  -1.720 0.086380 .  
## addressU          0.104455   0.270791   0.386 0.699922    
## famsizeLE3        0.036512   0.226680   0.161 0.872128    
## PstatusT         -0.127673   0.335626  -0.380 0.703875    
## Medu              0.129685   0.149999   0.865 0.387859    
## Fedu             -0.133940   0.128768  -1.040 0.298974    
## Mjobhealth       -0.146426   0.518491  -0.282 0.777796    
## Mjobother         0.074088   0.332044   0.223 0.823565    
## Mjobservices      0.046956   0.369587   0.127 0.898973    
## Mjobteacher      -0.026276   0.481632  -0.055 0.956522    
## Fjobhealth        0.330948   0.666601   0.496 0.619871    
## Fjobother        -0.083582   0.476796  -0.175 0.860945    
## Fjobservices     -0.322142   0.493265  -0.653 0.514130    
## Fjobteacher      -0.112364   0.601448  -0.187 0.851907    
## reasonhome       -0.209183   0.256392  -0.816 0.415123    
## reasonother       0.307554   0.380214   0.809 0.419120    
## reasonreputation  0.129106   0.267254   0.483 0.629335    
## guardianmother    0.195741   0.252672   0.775 0.439046    
## guardianother     0.006565   0.463650   0.014 0.988710    
## traveltime        0.096994   0.157800   0.615 0.539170    
## studytime        -0.104754   0.134814  -0.777 0.437667    
## failures         -0.160539   0.161006  -0.997 0.319399    
## schoolsupyes      0.456448   0.319538   1.428 0.154043    
## famsupyes         0.176870   0.224204   0.789 0.430710    
## paidyes           0.075764   0.222100   0.341 0.733211    
## activitiesyes    -0.346047   0.205938  -1.680 0.093774 .  
## nurseryyes       -0.222716   0.254184  -0.876 0.381518    
## higheryes         0.225921   0.500398   0.451 0.651919    
## internetyes      -0.144462   0.287528  -0.502 0.615679    
## romanticyes      -0.272008   0.219732  -1.238 0.216572    
## famrel            0.356876   0.114124   3.127 0.001912 ** 
## freetime          0.047002   0.110209   0.426 0.670021    
## goout             0.012007   0.105230   0.114 0.909224    
## Dalc             -0.185019   0.153124  -1.208 0.227741    
## Walc              0.176772   0.114943   1.538 0.124966    
## health            0.062995   0.074800   0.842 0.400259    
## absences          0.045879   0.013412   3.421 0.000698 ***
## G1                0.188847   0.062373   3.028 0.002645 ** 
## G2                0.957330   0.053460  17.907  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.901 on 353 degrees of freedom
## Multiple R-squared:  0.8458, Adjusted R-squared:  0.8279 
## F-statistic: 47.21 on 41 and 353 DF,  p-value: < 2.2e-16
bestBIC(G3~., data=mat)
## Greedy searching posterior mode... Done.
## Running Gibbs sampler........... Done.
## icfit object
## 
## Model with best BIC : age famrel absences G1 G2 
## 
## Use summary(), coef() and predict() to get inference for the top model
## Use coef(object$msfit) and predict(object$msfit) to get BMA estimates and predictions
fit1 <- lm(G3~age +famrel+ absences+ G1+ G2,data=mat)
summary(fit1)
## 
## Call:
## lm(formula = G3 ~ age + famrel + absences + G1 + G2, data = mat)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.0811 -0.4081  0.2733  0.9927  3.7111 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -0.07765    1.37626  -0.056 0.955033    
## age         -0.20167    0.07679  -2.626 0.008978 ** 
## famrel       0.35725    0.10622   3.363 0.000847 ***
## absences     0.04365    0.01205   3.623 0.000329 ***
## G1           0.15794    0.05503   2.870 0.004329 ** 
## G2           0.97804    0.04895  19.981  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.881 on 389 degrees of freedom
## Multiple R-squared:  0.8336, Adjusted R-squared:  0.8315 
## F-statistic: 389.8 on 5 and 389 DF,  p-value: < 2.2e-16
fit2 <- gam(G3~age +famrel+ s(absences)+ G1+ G2,data=mat)
summary(fit2)
## 
## Family: gaussian 
## Link function: identity 
## 
## Formula:
## G3 ~ age + famrel + s(absences) + G1 + G2
## 
## Parametric coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  0.33726    1.30874   0.258 0.796778    
## age         -0.21839    0.07291  -2.995 0.002918 ** 
## famrel       0.41775    0.10062   4.152 4.07e-05 ***
## G1           0.19403    0.05225   3.714 0.000235 ***
## G2           0.92961    0.04683  19.851  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Approximate significance of smooth terms:
##               edf Ref.df    F p-value    
## s(absences) 6.352  7.348 9.21  <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## R-sq.(adj) =  0.851   Deviance explained = 85.5%
## GCV = 3.2212  Scale est. = 3.1286    n = 395

Full linear model without grades

dfnog <- select(mat, -c("G1", "G2"))
fitallnog <- lm(G3~.,data=dfnog)
summary(fitallnog)
## 
## Call:
## lm(formula = G3 ~ ., data = dfnog)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -13.0442  -1.9028   0.4289   2.7570   8.8874 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      14.07769    4.48089   3.142  0.00182 ** 
## schoolMS          0.72555    0.79157   0.917  0.35997    
## sexM              1.26236    0.50003   2.525  0.01202 *  
## age              -0.37516    0.21721  -1.727  0.08501 .  
## addressU          0.55135    0.58412   0.944  0.34586    
## famsizeLE3        0.70281    0.48824   1.439  0.15090    
## PstatusT         -0.32010    0.72390  -0.442  0.65862    
## Medu              0.45687    0.32317   1.414  0.15833    
## Fedu             -0.10458    0.27762  -0.377  0.70663    
## Mjobhealth        0.99808    1.11819   0.893  0.37268    
## Mjobother        -0.35900    0.71316  -0.503  0.61500    
## Mjobservices      0.65832    0.79784   0.825  0.40985    
## Mjobteacher      -1.24149    1.03821  -1.196  0.23257    
## Fjobhealth        0.34767    1.43796   0.242  0.80909    
## Fjobother        -0.61967    1.02304  -0.606  0.54509    
## Fjobservices     -0.46577    1.05697  -0.441  0.65972    
## Fjobteacher       1.32619    1.29654   1.023  0.30707    
## reasonhome        0.07851    0.55380   0.142  0.88735    
## reasonother       0.77707    0.81757   0.950  0.34252    
## reasonreputation  0.61304    0.57657   1.063  0.28839    
## guardianmother    0.06978    0.54560   0.128  0.89830    
## guardianother     0.75010    0.99946   0.751  0.45345    
## traveltime       -0.24027    0.33897  -0.709  0.47889    
## studytime         0.54952    0.28765   1.910  0.05690 .  
## failures         -1.72398    0.33291  -5.179 3.75e-07 ***
## schoolsupyes     -1.35058    0.66693  -2.025  0.04361 *  
## famsupyes        -0.86182    0.47869  -1.800  0.07265 .  
## paidyes           0.33975    0.47775   0.711  0.47746    
## activitiesyes    -0.32953    0.44494  -0.741  0.45942    
## nurseryyes       -0.17730    0.54931  -0.323  0.74706    
## higheryes         1.37045    1.07780   1.272  0.20437    
## internetyes       0.49813    0.61956   0.804  0.42192    
## romanticyes      -1.09449    0.46925  -2.332  0.02024 *  
## famrel            0.23155    0.24593   0.942  0.34706    
## freetime          0.30242    0.23735   1.274  0.20345    
## goout            -0.59367    0.22451  -2.644  0.00855 ** 
## Dalc             -0.27223    0.33087  -0.823  0.41120    
## Walc              0.26339    0.24801   1.062  0.28896    
## health           -0.17678    0.16101  -1.098  0.27297    
## absences          0.05629    0.02897   1.943  0.05277 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 4.108 on 355 degrees of freedom
## Multiple R-squared:  0.2756, Adjusted R-squared:  0.196 
## F-statistic: 3.463 on 39 and 355 DF,  p-value: 3.317e-10
#bestBIC(G3~., data=dfnog)

coef.fitallnog <- as_tibble(summary(fitallnog)$coeff, rownames = "variable") %>%
  rename(p_value = 'Pr(>|t|)') %>%
  filter(p_value < 0.05)

# toselect.fitallnog <- summary(fitallnog)$coeff[,4]<0.05
# # select sig. variables
# relevant.fitallnog <- names(toselect.fitallnog)[toselect.fitallnog == TRUE]
# relevant.summary.fitallnog <- summary(fitallnog)$coeff[toselect.fitallnog == TRUE]
# # formula with only sig variables
# sig.formula <- as.formula(paste("y ~",paste(relevant.fitallnog, collapse= "+")))

Test table

export_summs(fitall, fitallnog, digits=4, error_format = "({p.value})", model.names = c("Full Linear model", "Full linear model without grades"), results = 'asis')
Full Linear modelFull linear model without grades
(Intercept)-1.1155    14.0777 ** 
(0.5986)   (0.0018)   
schoolMS0.4807    0.7256    
(0.1905)   (0.3600)   
sexM0.1744    1.2624 *  
(0.4558)   (0.0120)   
age-0.1733    -0.3752    
(0.0864)   (0.0850)   
addressU0.1045    0.5513    
(0.6999)   (0.3459)   
famsizeLE30.0365    0.7028    
(0.8721)   (0.1509)   
PstatusT-0.1277    -0.3201    
(0.7039)   (0.6586)   
Medu0.1297    0.4569    
(0.3879)   (0.1583)   
Fedu-0.1339    -0.1046    
(0.2990)   (0.7066)   
Mjobhealth-0.1464    0.9981    
(0.7778)   (0.3727)   
Mjobother0.0741    -0.3590    
(0.8236)   (0.6150)   
Mjobservices0.0470    0.6583    
(0.8990)   (0.4099)   
Mjobteacher-0.0263    -1.2415    
(0.9565)   (0.2326)   
Fjobhealth0.3309    0.3477    
(0.6199)   (0.8091)   
Fjobother-0.0836    -0.6197    
(0.8609)   (0.5451)   
Fjobservices-0.3221    -0.4658    
(0.5141)   (0.6597)   
Fjobteacher-0.1124    1.3262    
(0.8519)   (0.3071)   
reasonhome-0.2092    0.0785    
(0.4151)   (0.8873)   
reasonother0.3076    0.7771    
(0.4191)   (0.3425)   
reasonreputation0.1291    0.6130    
(0.6293)   (0.2884)   
guardianmother0.1957    0.0698    
(0.4390)   (0.8983)   
guardianother0.0066    0.7501    
(0.9887)   (0.4534)   
traveltime0.0970    -0.2403    
(0.5392)   (0.4789)   
studytime-0.1048    0.5495    
(0.4377)   (0.0569)   
failures-0.1605    -1.7240 ***
(0.3194)   (0.0000)   
schoolsupyes0.4564    -1.3506 *  
(0.1540)   (0.0436)   
famsupyes0.1769    -0.8618    
(0.4307)   (0.0727)   
paidyes0.0758    0.3397    
(0.7332)   (0.4775)   
activitiesyes-0.3460    -0.3295    
(0.0938)   (0.4594)   
nurseryyes-0.2227    -0.1773    
(0.3815)   (0.7471)   
higheryes0.2259    1.3705    
(0.6519)   (0.2044)   
internetyes-0.1445    0.4981    
(0.6157)   (0.4219)   
romanticyes-0.2720    -1.0945 *  
(0.2166)   (0.0202)   
famrel0.3569 ** 0.2316    
(0.0019)   (0.3471)   
freetime0.0470    0.3024    
(0.6700)   (0.2035)   
goout0.0120    -0.5937 ** 
(0.9092)   (0.0085)   
Dalc-0.1850    -0.2722    
(0.2277)   (0.4112)   
Walc0.1768    0.2634    
(0.1250)   (0.2890)   
health0.0630    -0.1768    
(0.4003)   (0.2730)   
absences0.0459 ***0.0563    
(0.0007)   (0.0528)   
G10.1888 **          
(0.0026)            
G20.9573 ***         
(0.0000)            
N395         395         
R20.8458    0.2756    
*** p < 0.001; ** p < 0.01; * p < 0.05.
plot_summs(fitall, fitallnog, model.names = c("Full Linear model", "linear without grades"))
## Loading required namespace: broom.mixed
## Loading required namespace: broom.mixed

1.2 Poisson Regression

Full Poisson

fitallp <- glm(G3~.,data=mat, family=poisson())
summary(fitallp)
## 
## Call:
## glm(formula = G3 ~ ., family = poisson(), data = mat)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -4.0133  -0.2120   0.1333   0.4646   1.5971  
## 
## Coefficients:
##                    Estimate Std. Error z value Pr(>|z|)    
## (Intercept)       0.7342471  0.3564613   2.060 0.039415 *  
## schoolMS          0.0685549  0.0610207   1.123 0.261239    
## sexM              0.0244299  0.0377134   0.648 0.517128    
## age               0.0002861  0.0169339   0.017 0.986520    
## addressU          0.0266205  0.0454070   0.586 0.557697    
## famsizeLE3        0.0050209  0.0365608   0.137 0.890770    
## PstatusT          0.0089554  0.0534351   0.168 0.866903    
## Medu             -0.0103479  0.0245054  -0.422 0.672828    
## Fedu             -0.0067971  0.0207199  -0.328 0.742877    
## Mjobhealth        0.0129923  0.0857216   0.152 0.879531    
## Mjobother        -0.0051620  0.0585527  -0.088 0.929750    
## Mjobservices     -0.0134616  0.0634765  -0.212 0.832051    
## Mjobteacher       0.0328367  0.0820120   0.400 0.688870    
## Fjobhealth        0.0443579  0.1088357   0.408 0.683591    
## Fjobother        -0.0014016  0.0793579  -0.018 0.985909    
## Fjobservices     -0.0023863  0.0825201  -0.029 0.976930    
## Fjobteacher      -0.0299705  0.0978826  -0.306 0.759462    
## reasonhome       -0.0154345  0.0429498  -0.359 0.719325    
## reasonother       0.0236210  0.0610127   0.387 0.698646    
## reasonreputation  0.0304291  0.0443217   0.687 0.492365    
## guardianmother    0.0090397  0.0407455   0.222 0.824426    
## guardianother    -0.0072947  0.0807424  -0.090 0.928012    
## traveltime        0.0115322  0.0271297   0.425 0.670781    
## studytime         0.0042116  0.0215942   0.195 0.845368    
## failures         -0.0594046  0.0325244  -1.826 0.067780 .  
## schoolsupyes      0.1021009  0.0545400   1.872 0.061201 .  
## famsupyes         0.0020079  0.0369971   0.054 0.956718    
## paidyes           0.0379493  0.0357939   1.060 0.289046    
## activitiesyes    -0.0328670  0.0340127  -0.966 0.333885    
## nurseryyes       -0.0254084  0.0427143  -0.595 0.551947    
## higheryes         0.0695943  0.0981118   0.709 0.478115    
## internetyes      -0.0517383  0.0490178  -1.055 0.291197    
## romanticyes      -0.0107542  0.0367615  -0.293 0.769874    
## famrel            0.0354547  0.0188780   1.878 0.060367 .  
## freetime          0.0111734  0.0178293   0.627 0.530863    
## goout            -0.0114724  0.0177116  -0.648 0.517160    
## Dalc             -0.0110207  0.0255432  -0.431 0.666138    
## Walc              0.0276017  0.0190919   1.446 0.148253    
## health            0.0059326  0.0121156   0.490 0.624369    
## absences          0.0078130  0.0021837   3.578 0.000346 ***
## G1               -0.0244982  0.0119561  -2.049 0.040460 *  
## G2                0.1386421  0.0115365  12.018  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for poisson family taken to be 1)
## 
##     Null deviance: 1159.13  on 394  degrees of freedom
## Residual deviance:  432.79  on 353  degrees of freedom
## AIC: 2036.2
## 
## Number of Fisher Scoring iterations: 5
#bestBIC(G3~.,data=mat, family="poisson")
plot_summs(fitall, fitallp, model.names = c("Full Linear model", "Full Poisson model"))
## Loading required namespace: broom.mixed
## Loading required namespace: broom.mixed

Full Poisson without grades

fitallpnog <- glm(G3~.,data=dfnog,family="poisson")
summary(fitallpnog)
## 
## Call:
## glm(formula = G3 ~ ., family = "poisson", data = dfnog)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -5.2017  -0.6254   0.1057   0.8412   2.8588  
## 
## Coefficients:
##                   Estimate Std. Error z value Pr(>|z|)    
## (Intercept)       2.633626   0.343177   7.674 1.66e-14 ***
## schoolMS          0.081723   0.060917   1.342 0.179740    
## sexM              0.115098   0.037151   3.098 0.001948 ** 
## age              -0.035890   0.016520  -2.173 0.029815 *  
## addressU          0.052338   0.045236   1.157 0.247279    
## famsizeLE3        0.061290   0.036201   1.693 0.090452 .  
## PstatusT         -0.026958   0.053287  -0.506 0.612921    
## Medu              0.042600   0.024281   1.754 0.079349 .  
## Fedu             -0.008111   0.020788  -0.390 0.696419    
## Mjobhealth        0.089444   0.083963   1.065 0.286747    
## Mjobother        -0.035508   0.057003  -0.623 0.533342    
## Mjobservices      0.070618   0.062343   1.133 0.257325    
## Mjobteacher      -0.113275   0.079283  -1.429 0.153082    
## Fjobhealth        0.031155   0.107490   0.290 0.771937    
## Fjobother        -0.060356   0.078606  -0.768 0.442592    
## Fjobservices     -0.043903   0.081066  -0.542 0.588111    
## Fjobteacher       0.115347   0.096281   1.198 0.230908    
## reasonhome        0.005817   0.042655   0.136 0.891529    
## reasonother       0.074529   0.060625   1.229 0.218939    
## reasonreputation  0.053021   0.043437   1.221 0.222223    
## guardianmother   -0.004933   0.040613  -0.121 0.903322    
## guardianother     0.088615   0.078290   1.132 0.257683    
## traveltime       -0.025305   0.026910  -0.940 0.347028    
## studytime         0.052688   0.021249   2.480 0.013155 *  
## failures         -0.224337   0.030872  -7.267 3.69e-13 ***
## schoolsupyes     -0.129216   0.052220  -2.474 0.013343 *  
## famsupyes        -0.088907   0.036056  -2.466 0.013671 *  
## paidyes           0.035369   0.035545   0.995 0.319721    
## activitiesyes    -0.036272   0.033729  -1.075 0.282193    
## nurseryyes       -0.010361   0.042202  -0.245 0.806070    
## higheryes         0.195120   0.095918   2.034 0.041927 *  
## internetyes       0.045241   0.048849   0.926 0.354372    
## romanticyes      -0.106043   0.036371  -2.916 0.003550 ** 
## famrel            0.019952   0.018668   1.069 0.285154    
## freetime          0.030301   0.017812   1.701 0.088913 .  
## goout            -0.058131   0.017095  -3.400 0.000673 ***
## Dalc             -0.020912   0.025717  -0.813 0.416117    
## Walc              0.023945   0.019125   1.252 0.210566    
## health           -0.017740   0.012076  -1.469 0.141821    
## absences          0.006355   0.002153   2.952 0.003158 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for poisson family taken to be 1)
## 
##     Null deviance: 1159.13  on 394  degrees of freedom
## Residual deviance:  921.44  on 355  degrees of freedom
## AIC: 2520.9
## 
## Number of Fisher Scoring iterations: 5
plot_summs(fitallnog, fitallpnog, model.names = c("Full Linear model", "Full Poisson model"))
## Loading required namespace: broom.mixed
## Loading required namespace: broom.mixed

Quasipoisson - adjusting for overdispersion

fitallqp <- glm(G3~.,data=mat,family="quasipoisson")
summary(fitallqp)
## 
## Call:
## glm(formula = G3 ~ ., family = "quasipoisson", data = mat)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -4.0133  -0.2120   0.1333   0.4646   1.5971  
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       0.7342471  0.3121591   2.352   0.0192 *  
## schoolMS          0.0685549  0.0534369   1.283   0.2004    
## sexM              0.0244299  0.0330262   0.740   0.4600    
## age               0.0002861  0.0148293   0.019   0.9846    
## addressU          0.0266205  0.0397636   0.669   0.5036    
## famsizeLE3        0.0050209  0.0320169   0.157   0.8755    
## PstatusT          0.0089554  0.0467940   0.191   0.8483    
## Medu             -0.0103479  0.0214598  -0.482   0.6300    
## Fedu             -0.0067971  0.0181447  -0.375   0.7082    
## Mjobhealth        0.0129923  0.0750678   0.173   0.8627    
## Mjobother        -0.0051620  0.0512756  -0.101   0.9199    
## Mjobservices     -0.0134616  0.0555875  -0.242   0.8088    
## Mjobteacher       0.0328367  0.0718192   0.457   0.6478    
## Fjobhealth        0.0443579  0.0953092   0.465   0.6419    
## Fjobother        -0.0014016  0.0694950  -0.020   0.9839    
## Fjobservices     -0.0023863  0.0722643  -0.033   0.9737    
## Fjobteacher      -0.0299705  0.0857174  -0.350   0.7268    
## reasonhome       -0.0154345  0.0376119  -0.410   0.6818    
## reasonother       0.0236210  0.0534298   0.442   0.6587    
## reasonreputation  0.0304291  0.0388132   0.784   0.4336    
## guardianmother    0.0090397  0.0356816   0.253   0.8002    
## guardianother    -0.0072947  0.0707075  -0.103   0.9179    
## traveltime        0.0115322  0.0237579   0.485   0.6277    
## studytime         0.0042116  0.0189104   0.223   0.8239    
## failures         -0.0594046  0.0284821  -2.086   0.0377 *  
## schoolsupyes      0.1021009  0.0477616   2.138   0.0332 *  
## famsupyes         0.0020079  0.0323990   0.062   0.9506    
## paidyes           0.0379493  0.0313453   1.211   0.2268    
## activitiesyes    -0.0328670  0.0297854  -1.103   0.2706    
## nurseryyes       -0.0254084  0.0374056  -0.679   0.4974    
## higheryes         0.0695943  0.0859182   0.810   0.4185    
## internetyes      -0.0517383  0.0429257  -1.205   0.2289    
## romanticyes      -0.0107542  0.0321926  -0.334   0.7385    
## famrel            0.0354547  0.0165318   2.145   0.0327 *  
## freetime          0.0111734  0.0156134   0.716   0.4747    
## goout            -0.0114724  0.0155104  -0.740   0.4600    
## Dalc             -0.0110207  0.0223686  -0.493   0.6225    
## Walc              0.0276017  0.0167191   1.651   0.0996 .  
## health            0.0059326  0.0106098   0.559   0.5764    
## absences          0.0078130  0.0019123   4.086 5.44e-05 ***
## G1               -0.0244982  0.0104701  -2.340   0.0198 *  
## G2                0.1386421  0.0101027  13.723  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasipoisson family taken to be 0.7668797)
## 
##     Null deviance: 1159.13  on 394  degrees of freedom
## Residual deviance:  432.79  on 353  degrees of freedom
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5

Quasipoisson without grades

fitallqpnog <- glm(G3~.,data=dfnog,family="quasipoisson")
summary(fitallqpnog)
## 
## Call:
## glm(formula = G3 ~ ., family = "quasipoisson", data = dfnog)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -5.2017  -0.6254   0.1057   0.8412   2.8588  
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       2.633626   0.463501   5.682 2.78e-08 ***
## schoolMS          0.081723   0.082275   0.993   0.3212    
## sexM              0.115098   0.050177   2.294   0.0224 *  
## age              -0.035890   0.022312  -1.609   0.1086    
## addressU          0.052338   0.061097   0.857   0.3922    
## famsizeLE3        0.061290   0.048894   1.254   0.2108    
## PstatusT         -0.026958   0.071970  -0.375   0.7082    
## Medu              0.042600   0.032794   1.299   0.1948    
## Fedu             -0.008111   0.028077  -0.289   0.7728    
## Mjobhealth        0.089444   0.113401   0.789   0.4308    
## Mjobother        -0.035508   0.076990  -0.461   0.6449    
## Mjobservices      0.070618   0.084201   0.839   0.4022    
## Mjobteacher      -0.113275   0.107081  -1.058   0.2908    
## Fjobhealth        0.031155   0.145177   0.215   0.8302    
## Fjobother        -0.060356   0.106167  -0.568   0.5701    
## Fjobservices     -0.043903   0.109489  -0.401   0.6887    
## Fjobteacher       0.115347   0.130039   0.887   0.3757    
## reasonhome        0.005817   0.057610   0.101   0.9196    
## reasonother       0.074529   0.081881   0.910   0.3633    
## reasonreputation  0.053021   0.058667   0.904   0.3667    
## guardianmother   -0.004933   0.054853  -0.090   0.9284    
## guardianother     0.088615   0.105739   0.838   0.4026    
## traveltime       -0.025305   0.036345  -0.696   0.4867    
## studytime         0.052688   0.028699   1.836   0.0672 .  
## failures         -0.224337   0.041697  -5.380 1.35e-07 ***
## schoolsupyes     -0.129216   0.070529  -1.832   0.0678 .  
## famsupyes        -0.088907   0.048698  -1.826   0.0687 .  
## paidyes           0.035369   0.048008   0.737   0.4618    
## activitiesyes    -0.036272   0.045555  -0.796   0.4264    
## nurseryyes       -0.010361   0.056999  -0.182   0.8559    
## higheryes         0.195120   0.129548   1.506   0.1329    
## internetyes       0.045241   0.065976   0.686   0.4933    
## romanticyes      -0.106043   0.049123  -2.159   0.0315 *  
## famrel            0.019952   0.025213   0.791   0.4293    
## freetime          0.030301   0.024057   1.260   0.2087    
## goout            -0.058131   0.023089  -2.518   0.0123 *  
## Dalc             -0.020912   0.034733  -0.602   0.5475    
## Walc              0.023945   0.025831   0.927   0.3546    
## health           -0.017740   0.016310  -1.088   0.2775    
## absences          0.006355   0.002907   2.186   0.0295 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasipoisson family taken to be 1.824162)
## 
##     Null deviance: 1159.13  on 394  degrees of freedom
## Residual deviance:  921.44  on 355  degrees of freedom
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5

1.3 Binomial Regression

Pass/Fail Model

df <- mat
df$pass <- ifelse(df$G3>9, 1 ,0)
dfbin <- select(df, -c("G3")) 

#dfbin$pass <- as.factor(dfbin$pass)
fitallb <- glm(pass~.,data=dfbin,family=binomial())
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
summary(fitallb)
## 
## Call:
## glm(formula = pass ~ ., family = binomial(), data = dfbin)
## 
## Deviance Residuals: 
##    Min      1Q  Median      3Q     Max  
## -3.327   0.000   0.000   0.000   2.954  
## 
## Coefficients:
##                   Estimate Std. Error z value Pr(>|z|)  
## (Intercept)      -28.42647   19.41993  -1.464   0.1433  
## schoolMS          11.90561    5.33871   2.230   0.0257 *
## sexM              -3.96013    1.93631  -2.045   0.0408 *
## age               -3.24533    1.30419  -2.488   0.0128 *
## addressU           0.31464    1.90655   0.165   0.8689  
## famsizeLE3        -6.93521    3.42095  -2.027   0.0426 *
## PstatusT          -1.55774    2.93266  -0.531   0.5953  
## Medu               0.22905    1.23596   0.185   0.8530  
## Fedu              -3.33163    1.73562  -1.920   0.0549 .
## Mjobhealth        -0.31256    4.00462  -0.078   0.9378  
## Mjobother         -6.49684    2.94351  -2.207   0.0273 *
## Mjobservices      -1.12982    2.54999  -0.443   0.6577  
## Mjobteacher       -4.43407    3.11305  -1.424   0.1543  
## Fjobhealth         3.27050    5.35000   0.611   0.5410  
## Fjobother          8.58553    3.78745   2.267   0.0234 *
## Fjobservices      -0.48006    2.77774  -0.173   0.8628  
## Fjobteacher       17.09109    9.35060   1.828   0.0676 .
## reasonhome         4.54926    2.69789   1.686   0.0918 .
## reasonother       -3.49872    5.34202  -0.655   0.5125  
## reasonreputation   0.11575    1.86001   0.062   0.9504  
## guardianmother    -1.89593    1.84627  -1.027   0.3045  
## guardianother     -7.74892    4.65347  -1.665   0.0959 .
## traveltime        -1.27683    1.13328  -1.127   0.2599  
## studytime         -3.36944    1.36916  -2.461   0.0139 *
## failures           0.69418    0.82573   0.841   0.4005  
## schoolsupyes      -0.20720    1.91005  -0.108   0.9136  
## famsupyes         -0.76439    1.44360  -0.530   0.5965  
## paidyes            1.10801    1.57753   0.702   0.4824  
## activitiesyes     -2.30271    1.57795  -1.459   0.1445  
## nurseryyes        -1.21066    1.76925  -0.684   0.4938  
## higheryes         -4.59279    3.86246  -1.189   0.2344  
## internetyes        2.65378    2.27343   1.167   0.2431  
## romanticyes       -3.54763    1.86237  -1.905   0.0568 .
## famrel             4.22649    1.83052   2.309   0.0209 *
## freetime          -0.57928    0.91781  -0.631   0.5279  
## goout             -1.13394    0.73992  -1.533   0.1254  
## Dalc               2.17567    1.78741   1.217   0.2235  
## Walc               1.61149    1.09972   1.465   0.1428  
## health            -1.06596    0.79556  -1.340   0.1803  
## absences           0.02243    0.07313   0.307   0.7591  
## G1                 0.95864    0.58514   1.638   0.1014  
## G2                 9.03102    3.62351   2.492   0.0127 *
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 500.504  on 394  degrees of freedom
## Residual deviance:  44.988  on 353  degrees of freedom
## AIC: 128.99
## 
## Number of Fisher Scoring iterations: 13
bestBIC(pass~.  ,data=dfbin, family="binomial")
## Greedy searching posterior mode... Done.
## Running Gibbs sampler........... Done.
## icfit object
## 
## Model with best BIC : (Intercept) Fedu famrel goout Walc G2 
## 
## Use summary(), coef() and predict() to get inference for the top model
## Use coef(object$msfit) and predict(object$msfit) to get BMA estimates and predictions
fitbin <- glm(pass~Fedu+ famrel+ goout+ Walc+ G2,data=dfbin,family="binomial")
summary(fitbin)
## 
## Call:
## glm(formula = pass ~ Fedu + famrel + goout + Walc + G2, family = "binomial", 
##     data = dfbin)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -2.07401  -0.01440   0.00312   0.08555   1.96320  
## 
## Coefficients:
##             Estimate Std. Error z value Pr(>|z|)    
## (Intercept) -24.7499     3.8807  -6.378 1.80e-10 ***
## Fedu         -0.5673     0.2408  -2.356  0.01845 *  
## famrel        0.9735     0.3272   2.975  0.00293 ** 
## goout        -0.6316     0.2393  -2.640  0.00830 ** 
## Walc          0.6370     0.2018   3.156  0.00160 ** 
## G2            2.4638     0.3541   6.957 3.47e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 500.5  on 394  degrees of freedom
## Residual deviance: 123.1  on 389  degrees of freedom
## AIC: 135.1
## 
## Number of Fisher Scoring iterations: 9

Optional: Gradelevels

# df$gradelevel <- cut(df$G3, breaks=c(0,9,11,13,15,20), labels=c("Fail", "Sufficient", "Satisfactory", "Good", "Excellent"))
# df$gradecat <- cut(df$G3, breaks=c(0,9,11,13,15,20), labels=c(0,1,2,3,4))
# dfless2 <- select(dfless, -c("gradelevel"))
# fitcatall <- glm(gradecat~.,data=dfless2,family=poisson())
# summary(fitcatall)

1.4 Sub-sample analysis of passing/failing students

Sub-sample analysis of students who pass

dfpass <- subset(df,pass==1)
#dfpass <- select(dfpass, -c("pass", "resl", "resbn", "predl"))
dffail <- subset(df, pass==0)
#dffail <- select(dffail, -c("pass", "resl", "resbn", "predl"))
fitallpass <- lm(G3~.,data=dfpass)
summary(fitallpass)
## 
## Call:
## lm(formula = G3 ~ ., data = dfpass)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1.93667 -0.45622 -0.03427  0.45080  1.84095 
## 
## Coefficients: (1 not defined because of singularities)
##                   Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       0.653448   1.115667   0.586 0.558668    
## schoolMS         -0.250633   0.187192  -1.339 0.181964    
## sexM             -0.024198   0.112970  -0.214 0.830589    
## age               0.003502   0.052854   0.066 0.947231    
## addressU          0.003725   0.141532   0.026 0.979026    
## famsizeLE3        0.007962   0.110158   0.072 0.942445    
## PstatusT         -0.047544   0.158709  -0.300 0.764785    
## Medu             -0.041880   0.075271  -0.556 0.578504    
## Fedu             -0.062279   0.062422  -0.998 0.319495    
## Mjobhealth        0.545161   0.267498   2.038 0.042730 *  
## Mjobother         0.111220   0.183999   0.604 0.546154    
## Mjobservices      0.174862   0.192070   0.910 0.363590    
## Mjobteacher       0.496627   0.256098   1.939 0.053737 .  
## Fjobhealth       -0.230863   0.348351  -0.663 0.508188    
## Fjobother         0.166935   0.257958   0.647 0.518207    
## Fjobservices      0.095919   0.265790   0.361 0.718528    
## Fjobteacher       0.172909   0.308417   0.561 0.575609    
## reasonhome       -0.112774   0.129441  -0.871 0.384558    
## reasonother      -0.028207   0.184303  -0.153 0.878501    
## reasonreputation  0.002571   0.136236   0.019 0.984959    
## guardianmother    0.050054   0.120403   0.416 0.678014    
## guardianother    -0.655441   0.262934  -2.493 0.013401 *  
## traveltime       -0.028367   0.080610  -0.352 0.725241    
## studytime         0.043637   0.065685   0.664 0.507158    
## failures          0.237626   0.111422   2.133 0.034045 *  
## schoolsupyes      0.230191   0.174704   1.318 0.188987    
## famsupyes         0.164224   0.113043   1.453 0.147697    
## paidyes          -0.190585   0.109098  -1.747 0.082029 .  
## activitiesyes    -0.116865   0.104537  -1.118 0.264801    
## nurseryyes       -0.165216   0.127743  -1.293 0.197228    
## higheryes        -0.105594   0.328269  -0.322 0.748006    
## internetyes      -0.044121   0.148931  -0.296 0.767314    
## romanticyes       0.109575   0.113665   0.964 0.336083    
## famrel            0.217002   0.058368   3.718 0.000254 ***
## freetime         -0.010918   0.054952  -0.199 0.842694    
## goout            -0.009276   0.054569  -0.170 0.865181    
## Dalc              0.030025   0.076335   0.393 0.694455    
## Walc             -0.068396   0.059404  -1.151 0.250811    
## health           -0.083907   0.036343  -2.309 0.021874 *  
## absences         -0.004201   0.008588  -0.489 0.625170    
## G1                0.086378   0.039268   2.200 0.028855 *  
## G2                0.868497   0.042525  20.423  < 2e-16 ***
## pass                    NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7568 on 223 degrees of freedom
## Multiple R-squared:  0.9225, Adjusted R-squared:  0.9082 
## F-statistic: 64.72 on 41 and 223 DF,  p-value: < 2.2e-16
#bestBIC(G3~., data=dfpass)

–> age, absences and G1 out –>rather consider significant effects in full model than bestBIC? –>R^2 over 90%

Sub-sample analysis of students who fail

fitallfail <- lm(G3~.,data=dffail)
summary(fitallfail)
## 
## Call:
## lm(formula = G3 ~ ., data = dffail)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -5.2210 -1.5748  0.3484  1.6023  5.0210 
## 
## Coefficients: (1 not defined because of singularities)
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      -2.03644    6.29383  -0.324 0.747038    
## schoolMS          1.54380    1.11673   1.382 0.170338    
## sexM             -0.21170    0.77529  -0.273 0.785450    
## age              -0.24890    0.29341  -0.848 0.398577    
## addressU          0.57653    0.81137   0.711 0.479234    
## famsizeLE3        0.33192    0.70402   0.471 0.638470    
## PstatusT          0.86715    1.09840   0.789 0.431962    
## Medu              0.66513    0.48302   1.377 0.171997    
## Fedu             -0.54232    0.40624  -1.335 0.185332    
## Mjobhealth       -0.81596    1.49560  -0.546 0.586739    
## Mjobother        -0.35380    0.89001  -0.398 0.691941    
## Mjobservices     -0.61932    1.03779  -0.597 0.552198    
## Mjobteacher      -0.78792    1.39620  -0.564 0.573966    
## Fjobhealth        1.65507    1.74636   0.948 0.345866    
## Fjobother        -0.57557    1.27088  -0.453 0.651742    
## Fjobservices     -0.55372    1.33395  -0.415 0.679080    
## Fjobteacher       0.59131    1.71526   0.345 0.731115    
## reasonhome       -0.77937    0.70285  -1.109 0.270510    
## reasonother      -0.09359    1.35668  -0.069 0.945156    
## reasonreputation  0.09594    0.80110   0.120 0.904948    
## guardianmother    0.36261    0.82234   0.441 0.660328    
## guardianother     1.32476    1.19833   1.105 0.271956    
## traveltime       -0.13482    0.45808  -0.294 0.769217    
## studytime        -0.64856    0.44372  -1.462 0.147406    
## failures         -0.18064    0.35999  -0.502 0.617069    
## schoolsupyes      0.92002    0.88486   1.040 0.301314    
## famsupyes         0.27274    0.67038   0.407 0.685107    
## paidyes           0.14694    0.76786   0.191 0.848680    
## activitiesyes    -0.65688    0.63436  -1.035 0.303275    
## nurseryyes       -0.44069    0.79573  -0.554 0.581105    
## higheryes         0.37062    1.13587   0.326 0.744980    
## internetyes      -0.47894    0.78490  -0.610 0.543307    
## romanticyes      -0.85908    0.62574  -1.373 0.173273    
## famrel            0.40665    0.34527   1.178 0.242050    
## freetime          0.31295    0.33470   0.935 0.352346    
## goout             0.20412    0.30554   0.668 0.505838    
## Dalc             -0.67639    0.47582  -1.422 0.158695    
## Walc              0.50618    0.32466   1.559 0.122561    
## health            0.55231    0.22719   2.431 0.017085 *  
## absences          0.10296    0.02990   3.444 0.000881 ***
## G1                0.17489    0.20783   0.841 0.402350    
## G2                0.75415    0.13082   5.765 1.19e-07 ***
## pass                   NA         NA      NA       NA    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 2.829 on 88 degrees of freedom
## Multiple R-squared:  0.5903, Adjusted R-squared:  0.3995 
## F-statistic: 3.093 on 41 and 88 DF,  p-value: 4.74e-06
#bestBIC(G3~.,data=dffail)

–>also absences and previous performance –>R^2 much lower though (close to 60%)

1.5 Grade difference

What students have improved their grades over the course of the year? What role did support from the family/school play?

Creating dataframe

df.diff <- df %>% 
  mutate(gradediff13 = G3 - G1) %>% 
  select(-c("G1", "G2", "G3", "pass")) %>% 
  mutate(improvement = ifelse(gradediff13 >= 0, 1, 0))

Linear regression on grade difference

fitdiff1 <- lm(gradediff13 ~ ., data = df.diff)
summary(fitdiff1)
## 
## Call:
## lm(formula = gradediff13 ~ ., data = df.diff)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -7.4135 -0.8124  0.2612  1.1856  3.7682 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      -0.3243180  2.0578134  -0.158  0.87486    
## schoolMS          0.7035945  0.3623768   1.942  0.05298 .  
## sexM              0.2553044  0.2289919   1.115  0.26565    
## age              -0.2144842  0.0995595  -2.154  0.03189 *  
## addressU          0.3042122  0.2674579   1.137  0.25613    
## famsizeLE3        0.0854238  0.2237448   0.382  0.70285    
## PstatusT          0.0302109  0.3325120   0.091  0.92766    
## Medu              0.2495887  0.1480239   1.686  0.09265 .  
## Fedu             -0.2135568  0.1271068  -1.680  0.09381 .  
## Mjobhealth       -0.6707698  0.5134646  -1.306  0.19228    
## Mjobother        -0.0131682  0.3273301  -0.040  0.96793    
## Mjobservices     -0.0982754  0.3655819  -0.269  0.78823    
## Mjobteacher      -0.2392037  0.4753068  -0.503  0.61509    
## Fjobhealth        0.8735055  0.6582941   1.327  0.18539    
## Fjobother         0.1403961  0.4687794   0.299  0.76474    
## Fjobservices     -0.1384633  0.4852109  -0.285  0.77553    
## Fjobteacher      -0.4817632  0.5944934  -0.810  0.41827    
## reasonhome        0.0727647  0.2536753   0.287  0.77440    
## reasonother       0.6040290  0.3747677   1.612  0.10791    
## reasonreputation  0.1778373  0.2639497   0.674  0.50091    
## guardianmother   -0.1219058  0.2498885  -0.488  0.62596    
## guardianother    -0.2521422  0.4576087  -0.551  0.58198    
## traveltime       -0.2540650  0.1551910  -1.637  0.10250    
## studytime        -0.0525449  0.1316872  -0.399  0.69012    
## failures         -0.3317940  0.1524609  -2.176  0.03020 *  
## schoolsupyes      0.6276433  0.3054668   2.055  0.04064 *  
## famsupyes        -0.0561686  0.2193407  -0.256  0.79804    
## paidyes           0.0254209  0.2198622   0.116  0.90802    
## activitiesyes    -0.0752253  0.2039824  -0.369  0.71251    
## nurseryyes       -0.1486564  0.2514920  -0.591  0.55483    
## higheryes         0.2845832  0.4934196   0.577  0.56447    
## internetyes       0.0001162  0.2839313   0.000  0.99967    
## romanticyes      -0.6002199  0.2153616  -2.787  0.00561 ** 
## famrel            0.0911353  0.1127533   0.808  0.41948    
## freetime          0.0933221  0.1086874   0.859  0.39113    
## goout            -0.0672447  0.1029581  -0.653  0.51410    
## Dalc             -0.0155442  0.1518322  -0.102  0.91851    
## Walc              0.1439313  0.1138060   1.265  0.20681    
## health            0.0265653  0.0737357   0.360  0.71885    
## absences          0.0599183  0.0132884   4.509 8.87e-06 ***
## improvement       3.7733875  0.2034490  18.547  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.881 on 354 degrees of freedom
## Multiple R-squared:  0.5836, Adjusted R-squared:  0.5365 
## F-statistic:  12.4 on 40 and 354 DF,  p-value: < 2.2e-16
bestBIC(gradediff13 ~. , data = df.diff)
## Greedy searching posterior mode... Done.
## Running Gibbs sampler........... Done.
## icfit object
## 
## Model with best BIC : age failures romanticyes absences improvement 
## 
## Use summary(), coef() and predict() to get inference for the top model
## Use coef(object$msfit) and predict(object$msfit) to get BMA estimates and predictions

Binomial regression: improvement yes/no

fitdiff2 <- glm(improvement ~ . -gradediff13, data = df.diff, family = "binomial")
summary(fitdiff2)
## 
## Call:
## glm(formula = improvement ~ . - gradediff13, family = "binomial", 
##     data = df.diff)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.0733  -1.1547   0.6891   0.9829   1.6526  
## 
## Coefficients:
##                   Estimate Std. Error z value Pr(>|z|)  
## (Intercept)       1.660102   2.340033   0.709   0.4781  
## schoolMS          0.007561   0.409094   0.018   0.9853  
## sexM              0.138670   0.263241   0.527   0.5983  
## age              -0.118934   0.113621  -1.047   0.2952  
## addressU          0.096723   0.303617   0.319   0.7501  
## famsizeLE3        0.245913   0.259981   0.946   0.3442  
## PstatusT         -0.637462   0.402690  -1.583   0.1134  
## Medu              0.101530   0.170832   0.594   0.5523  
## Fedu             -0.037278   0.144799  -0.257   0.7968  
## Mjobhealth        1.017995   0.619109   1.644   0.1001  
## Mjobother         0.525260   0.367041   1.431   0.1524  
## Mjobservices      0.341816   0.410977   0.832   0.4056  
## Mjobteacher      -0.104827   0.534472  -0.196   0.8445  
## Fjobhealth       -0.051666   0.756529  -0.068   0.9456  
## Fjobother         0.409252   0.535061   0.765   0.4443  
## Fjobservices      0.782443   0.552215   1.417   0.1565  
## Fjobteacher       0.690087   0.676291   1.020   0.3075  
## reasonhome       -0.199395   0.289384  -0.689   0.4908  
## reasonother       0.444574   0.443633   1.002   0.3163  
## reasonreputation -0.010528   0.302257  -0.035   0.9722  
## guardianmother    0.187857   0.285676   0.658   0.5108  
## guardianother     0.191534   0.515908   0.371   0.7104  
## traveltime        0.037641   0.174319   0.216   0.8290  
## studytime        -0.017160   0.151115  -0.114   0.9096  
## failures         -0.090979   0.172348  -0.528   0.5976  
## schoolsupyes      0.222796   0.356050   0.626   0.5315  
## famsupyes         0.208431   0.248721   0.838   0.4020  
## paidyes           0.528467   0.252678   2.091   0.0365 *
## activitiesyes    -0.259266   0.233849  -1.109   0.2676  
## nurseryyes       -0.064662   0.286118  -0.226   0.8212  
## higheryes        -0.075906   0.546976  -0.139   0.8896  
## internetyes       0.297115   0.318754   0.932   0.3513  
## romanticyes      -0.350910   0.244638  -1.434   0.1515  
## famrel            0.144202   0.129031   1.118   0.2637  
## freetime         -0.070609   0.125488  -0.563   0.5737  
## goout            -0.136595   0.118011  -1.157   0.2471  
## Dalc             -0.222122   0.170987  -1.299   0.1939  
## Walc              0.170712   0.129336   1.320   0.1869  
## health           -0.043910   0.085839  -0.512   0.6090  
## absences         -0.019391   0.014833  -1.307   0.1911  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 532.48  on 394  degrees of freedom
## Residual deviance: 490.17  on 355  degrees of freedom
## AIC: 570.17
## 
## Number of Fisher Scoring iterations: 4
bestBIC(improvement ~. -gradediff13, data = df.diff)
## Greedy searching posterior mode... Done.
## Running Gibbs sampler........... Done.
## icfit object
## 
## Model with best BIC : (Intercept) paidyes 
## 
## Use summary(), coef() and predict() to get inference for the top model
## Use coef(object$msfit) and predict(object$msfit) to get BMA estimates and predictions
  • failures, romantic relationships and absences seem to be important factors.
  • Interestingly, no type of support has a significant effect, are there heterogeneous effects and reverse causality? Can we test that somehow?
  • With binary outcome improvement yes/no absences and resonother seem important, although bestBIC suggests only age as predictor
  • If improvement is relaxed to >= 0 instead of >0, paidyes becomes significant and positive -> interesting!

Plots

table(df.diff$improvement)
## 
##   0   1 
## 159 236
library(ggpubr)
ggplot(data = df.diff, aes(x = gradediff13)) + 
  geom_histogram(aes(y = ..density..)) + 
  stat_overlay_normal_density(linetype = "dashed")
## Warning: The dot-dot notation (`..density..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

1.6 Subsample analysis of students that improved vs. those that did not

df.posdiff <- subset(df.diff, improvement == 1)
fitdiff3 <- glm(gradediff13 ~ . -improvement, data = df.posdiff)
summary(fitdiff3)
## 
## Call:
## glm(formula = gradediff13 ~ . - improvement, data = df.posdiff)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -2.2386  -0.6687  -0.1078   0.6631   2.6645  
## 
## Coefficients:
##                   Estimate Std. Error t value Pr(>|t|)   
## (Intercept)       4.448269   1.614799   2.755  0.00643 **
## schoolMS         -0.403752   0.281349  -1.435  0.15286   
## sexM             -0.015117   0.164364  -0.092  0.92682   
## age              -0.184544   0.071594  -2.578  0.01068 * 
## addressU         -0.062814   0.206555  -0.304  0.76137   
## famsizeLE3        0.039611   0.162022   0.244  0.80711   
## PstatusT          0.080042   0.225534   0.355  0.72305   
## Medu              0.125436   0.109459   1.146  0.25321   
## Fedu             -0.014591   0.094213  -0.155  0.87708   
## Mjobhealth       -0.455259   0.370138  -1.230  0.22018   
## Mjobother        -0.055222   0.256643  -0.215  0.82986   
## Mjobservices     -0.089114   0.294994  -0.302  0.76290   
## Mjobteacher      -0.185132   0.372726  -0.497  0.61996   
## Fjobhealth        0.511097   0.531669   0.961  0.33758   
## Fjobother         0.391915   0.403632   0.971  0.33276   
## Fjobservices      0.096628   0.418349   0.231  0.81758   
## Fjobteacher      -0.502212   0.492623  -1.019  0.30924   
## reasonhome        0.148356   0.189211   0.784  0.43394   
## reasonother       0.378052   0.258997   1.460  0.14598   
## reasonreputation -0.133883   0.197290  -0.679  0.49819   
## guardianmother   -0.045548   0.176790  -0.258  0.79696   
## guardianother    -0.275545   0.356268  -0.773  0.44020   
## traveltime       -0.128635   0.117202  -1.098  0.27375   
## studytime        -0.110223   0.098184  -1.123  0.26297   
## failures          0.256222   0.122408   2.093  0.03762 * 
## schoolsupyes      0.284940   0.218794   1.302  0.19434   
## famsupyes         0.052582   0.172837   0.304  0.76127   
## paidyes          -0.276869   0.162182  -1.707  0.08938 . 
## activitiesyes     0.034467   0.148962   0.231  0.81726   
## nurseryyes       -0.307618   0.186313  -1.651  0.10032   
## higheryes         0.200624   0.408691   0.491  0.62405   
## internetyes      -0.167008   0.224790  -0.743  0.45840   
## romanticyes      -0.070779   0.158164  -0.448  0.65500   
## famrel            0.008674   0.080816   0.107  0.91463   
## freetime         -0.022536   0.081129  -0.278  0.78147   
## goout            -0.001872   0.080812  -0.023  0.98154   
## Dalc              0.252903   0.115415   2.191  0.02961 * 
## Walc             -0.107046   0.086857  -1.232  0.21926   
## health           -0.010399   0.052817  -0.197  0.84413   
## absences         -0.026675   0.012206  -2.185  0.03005 * 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 1.069063)
## 
##     Null deviance: 285.47  on 235  degrees of freedom
## Residual deviance: 209.54  on 196  degrees of freedom
## AIC: 723.67
## 
## Number of Fisher Scoring iterations: 2
#bestBIC(gradediff13 ~. - improvement, data = df.posdiff)

df.negdiff <- subset(df.diff, improvement == 0)
fitdiff4 <- glm(gradediff13 ~ . -improvement, data = df.negdiff)
summary(fitdiff4)
## 
## Call:
## glm(formula = gradediff13 ~ . - improvement, data = df.negdiff)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -6.9794  -0.7026   0.5124   1.3339   3.9598  
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)      -1.62016    4.25830  -0.380  0.70427    
## schoolMS          1.66847    0.75227   2.218  0.02846 *  
## sexM              0.87951    0.50965   1.726  0.08699 .  
## age              -0.14338    0.23465  -0.611  0.54233    
## addressU          0.54305    0.57703   0.941  0.34855    
## famsizeLE3        0.30996    0.50484   0.614  0.54040    
## PstatusT          0.29379    0.91724   0.320  0.74930    
## Medu              0.66265    0.32861   2.017  0.04599 *  
## Fedu             -0.60362    0.29229  -2.065  0.04108 *  
## Mjobhealth       -2.00284    1.26778  -1.580  0.11681    
## Mjobother        -0.52910    0.65580  -0.807  0.42139    
## Mjobservices     -1.02550    0.71421  -1.436  0.15367    
## Mjobteacher      -1.24441    0.96382  -1.291  0.19916    
## Fjobhealth        0.89665    1.29465   0.693  0.48992    
## Fjobother        -1.13867    0.89500  -1.272  0.20576    
## Fjobservices     -0.94638    0.89791  -1.054  0.29403    
## Fjobteacher      -1.16186    1.21967  -0.953  0.34272    
## reasonhome       -0.33626    0.56379  -0.596  0.55202    
## reasonother       0.83422    0.96015   0.869  0.38668    
## reasonreputation  0.58200    0.57640   1.010  0.31468    
## guardianmother   -0.23688    0.57135  -0.415  0.67919    
## guardianother    -0.12584    1.00930  -0.125  0.90099    
## traveltime       -0.65998    0.33489  -1.971  0.05108 .  
## studytime        -0.32482    0.29576  -1.098  0.27432    
## failures         -0.99823    0.31339  -3.185  0.00185 ** 
## schoolsupyes      0.28270    0.71657   0.395  0.69390    
## famsupyes        -0.10118    0.48866  -0.207  0.83632    
## paidyes           0.46480    0.49246   0.944  0.34716    
## activitiesyes    -0.31410    0.44842  -0.700  0.48501    
## nurseryyes       -0.35165    0.56202  -0.626  0.53271    
## higheryes         1.52306    0.97107   1.568  0.11944    
## internetyes       0.46742    0.58630   0.797  0.42690    
## romanticyes      -1.12619    0.47386  -2.377  0.01907 *  
## famrel           -0.06091    0.26897  -0.226  0.82124    
## freetime          0.22661    0.23574   0.961  0.33835    
## goout             0.02477    0.21702   0.114  0.90933    
## Dalc             -0.28187    0.31842  -0.885  0.37782    
## Walc              0.26375    0.24910   1.059  0.29183    
## health            0.19689    0.17609   1.118  0.26576    
## absences          0.12049    0.02350   5.128 1.15e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for gaussian family taken to be 5.993003)
## 
##     Null deviance: 1268.42  on 158  degrees of freedom
## Residual deviance:  713.17  on 119  degrees of freedom
## AIC: 771.85
## 
## Number of Fisher Scoring iterations: 2
#bestBIC(gradediff13 ~. - improvement, data = df.negdiff)
#fitdiff5 <- glm(gradediff13 ~ school + age + traveltime + failures + romantic + Walc + absences, data = df.negdiff)
#summary(fitdiff5)

-> mean-center it? For improvers

2. Prediction model

–>for full linear model and the binary case

2.1 Training-Test Split

## 90% of the sample size
smp_size <- floor(0.8 * nrow(dfbin))

## set the seed to make your partition reproducible
set.seed(123)
train_ind <- sample(seq_len(nrow(dfbin)), size = smp_size)

dfbin$pass <- as.factor(dfbin$pass)
train <- dfbin[train_ind, ]
test <- dfbin[-train_ind, ]

Rerun the models on the training data

fitbin2= glm(pass~Fedu+ famrel+ goout+ Walc+ G2,data=train,family="binomial")

Make predictions on test data

pibintest= predict(fitbin2, type='response', newdata=test)
table(pibintest > 0.5, test$pass)
##        
##          0  1
##   FALSE 28  8
##   TRUE   5 38

Assess mis-classification in test data

cost_misclass= function(yobs, ypred) {
  err1= (ypred > 0.5) & (yobs==0)
  err2= (ypred < 0.5) & (yobs==1)
  ans= sum(err1 | err2) / length(yobs)
  return(ans)
}
misclas= c(cost_misclass(test$pass, pibintest))
names(misclas)= c('model 1')
misclas
##  model 1 
## 0.164557

Compare to misclassification in training data

pibin= predict(fitbin2, type='response', data = train) # data??
loss.insample= c(cost_misclass(train$pass, pibin))
names(loss.insample)= c('model 1')
loss.insample
##    model 1 
## 0.04746835
table(pibin > 0.5, train$pass)
##        
##           0   1
##   FALSE  88   6
##   TRUE    9 213

2.2 Cross-validation

fitbin3= glm(pass~Fedu+ famrel+ goout+ Walc+ G2,data=dfbin,family="binomial")
fitbin3cv= cv.glm(dfbin, fitbin3, cost=cost_loglik_logistic, K=10)
loss= sqrt(fitbin3cv$delta)
loss
## [1] 2.592042 2.532776

2.3 Machine Learning prediction on pass/fail

Random Forests with train/test split and model comparison

rf_model <- randomForest(pass ~ Fedu+ famrel+ goout+ Walc+ G2, data = train, ntree = 4)
tuneRF(train[, -33], train[, 33], stepFactor = 1.5, plot = TRUE)
## mtry = 5  OOB error = 6.65% 
## Searching left ...
## mtry = 4     OOB error = 6.33% 
## 0.04761905 0.05 
## Searching right ...
## mtry = 7     OOB error = 6.65% 
## 0 0.05

##       mtry   OOBError
## 4.OOB    4 0.06329114
## 5.OOB    5 0.06645570
## 7.OOB    7 0.06645570
rf_pred_prob <- predict(rf_model, newdata = test,  type="prob")
rf_pred <- rf_pred_prob[,2]
table(rf_pred > 0.5, test$pass)
##        
##          0  1
##   FALSE 30 10
##   TRUE   3 36
misclas2= c(cost_misclass(test$pass, pibintest), cost_misclass(test$pass, rf_pred))
names(misclas2)= c('Binomial', 'Random Forest')
round(misclas2, 3)
##      Binomial Random Forest 
##         0.165         0.127

Random forest with cross validation and model comparison

library(caret)
## Loading required package: lattice
## 
## Attaching package: 'lattice'
## The following objects are masked from 'package:openintro':
## 
##     ethanol, lsegments
## The following object is masked from 'package:boot':
## 
##     melanoma
## 
## Attaching package: 'caret'
## The following object is masked from 'package:openintro':
## 
##     dotPlot
## The following object is masked from 'package:purrr':
## 
##     lift
set.seed(123)
rfcv_model <- train(pass ~ Fedu+ famrel+ goout+ Walc+ G1 + G2, data = dfbin, method = "rf", trControl = trainControl(method = "cv", number = 10))
rfcv_pred <- predict(rfcv_model, dfbin, type = "prob")
rfcv_pred <- rfcv_pred[,2]

rmse= c(loss[2], sqrt(mean((rfcv_pred - as.numeric(dfbin$pass))^2)))
names(rmse)= c('Binomial', 'Random Forest')
round(rmse, 3)
##      Binomial Random Forest 
##         2.533         1.004
##dfbin$pass <- as.factor(dfbin$pass)

Compare models with MSE

pibintestx= predict(fitbin2, newdata=test, type = "response")
test$pass <- as.numeric(test$pass)
rf_pred_probx <- predict(rf_model, newdata = test, type = "prob")

# pibintestx= predict(fitbin2, newdata=dfbin, type = "response")
# test$pass <- as.numeric(test$pass)

mse= c(sqrt(mean((test$pass - pibintest)^2)), sqrt(mean((test$pass - rf_pred_probx)^2)))
     names(mse)= c('Binomial Model', 'Random Forest')
     round(mse, 5)
## Binomial Model  Random Forest 
##        1.08588        1.27009
mod.comp <- rbind(round(misclas2, 3), round(mse, 3))
rownames(mod.comp) = c("Share of Misclassifications", "Root Mean Squared Error")
mod.comp
##                             Binomial Random Forest
## Share of Misclassifications    0.165         0.127
## Root Mean Squared Error        1.086         1.270
#png("model_comparison.png")
p<-tableGrob(mod.comp)
p$widths <- unit(rep(1/ncol(p), ncol(p)), "npc")
grid.arrange(p)

#dev.off()
# p$widths <- unit(rep(1/ncol(p), ncol(p)), "npc")
# p$heights <- unit(200, "null")
# grid.arrange(top = "Title", p)


# library(DT)
# datatable(mod.comp, extensions = 'Buttons', options = list(dom = 'Bfrtip', buttons = c('copy', 'csv', 'excel', 'pdf', 'print')))

APPENDIX

A.1 Validating Assumptions

A.1.1 LM-model check

Compare CIs to bootstrapped CIs

dfbin$pass <- as.numeric(dfbin$pass)
f=formula(G3~age+ famrel+ absences+ G1+ G2 )
bhat= function(data, indices=1:nrow(data), formula) {
  fit= lm(formula, data=data[indices,])
  return(coef(fit))
}
round(bhat(mat, formula=f), 3)
## (Intercept)         age      famrel    absences          G1          G2 
##      -0.078      -0.202       0.357       0.044       0.158       0.978
bhat.fit= boot(mat, statistic=bhat, R=2000, formula=f)
dim(bhat.fit$t)
## [1] 2000    6
round(bhat.fit$t,3)[1:5,] #show first five bootstrap samples
##        [,1]   [,2]  [,3]  [,4]  [,5]  [,6]
## [1,] -0.010 -0.232 0.326 0.065 0.224 0.943
## [2,] -2.176 -0.123 0.561 0.028 0.169 0.971
## [3,] -2.833 -0.040 0.480 0.031 0.134 0.977
## [4,]  3.467 -0.415 0.302 0.049 0.220 0.927
## [5,] -0.536 -0.198 0.532 0.035 0.097 1.020
round(bhat.fit$t0, 3)
## (Intercept)         age      famrel    absences          G1          G2 
##      -0.078      -0.202       0.357       0.044       0.158       0.978
colnames(bhat.fit$t)= names(bhat.fit$t0)
bhat.boot= as_tibble(bhat.fit$t)
bhat.boot
(Intercept)agefamrelabsencesG1G2
-0.0104 -0.232   0.326  0.0654 0.224 0.943
-2.18   -0.123   0.561  0.0281 0.169 0.971
-2.83   -0.0399  0.48   0.0315 0.134 0.977
3.47   -0.415   0.302  0.0491 0.22  0.927
-0.536  -0.198   0.532  0.0349 0.09721.02 
0.44   -0.264   0.416  0.0671 0.188 0.963
-0.655  -0.159   0.389  0.0357 0.113 1    
1.4    -0.304   0.382  0.0733 0.208 0.931
-0.257  -0.336   0.654  0.0783 0.224 0.983
-0.401  -0.178   0.331  0.0267 0.177 0.968
0.68   -0.209   0.25   0.0308 0.174 0.956
0.49   -0.207   0.217  0.0436 0.197 0.941
2.09   -0.39    0.384  0.0855 0.17  1.01 
-0.835  -0.158   0.295  0.0414 0.226 0.928
-0.767  -0.217   0.519  0.0564 0.168 0.985
-2.12   -0.129   0.589  0.0231 0.131 1.01 
-0.55   -0.18    0.438  0.0366 0.148 0.971
-0.367  -0.172   0.323  0.0711 0.147 0.97 
0.981  -0.323   0.461  0.0588 0.199 0.974
1.87   -0.344   0.263  0.0805 0.192 0.987
-0.563  -0.201   0.386  0.0408 0.19  0.979
0.0989 -0.126   0.225  0.0281 0.09510.981
0.789  -0.232   0.323  0.0369 0.154 0.977
0.896  -0.255   0.304  0.031  0.141 1.01 
2.23   -0.319   0.286  0.0649 0.146 0.97 
-0.298  -0.164   0.198  0.0522 0.191 0.955
1.41   -0.32    0.471  0.0498 0.112 1.01 
-0.405  -0.182   0.446  0.0271 0.158 0.966
0.0338 -0.203   0.241  0.051  0.215 0.938
1.27   -0.292   0.332  0.0579 0.184 0.972
-1.44   -0.145   0.407  0.0594 0.145 1    
-0.273  -0.28    0.576  0.0486 0.157 1.02 
2.76   -0.36    0.316  0.0398 0.211 0.923
2.1    -0.346   0.262  0.0557 0.196 0.968
0.19   -0.185   0.36   0.0506 0.149 0.947
-1.24   -0.16    0.457  0.0363 0.178 0.965
-1.84   -0.0167  0.185  0.0283 0.145 0.95 
0.559  -0.208   0.244  0.043  0.13  0.999
-0.347  -0.248   0.414  0.0837 0.199 0.99 
-3.32   -0.0195  0.366  0.0507 0.19  0.957
0.417  -0.212   0.273  0.0592 0.174 0.957
-2.2    -0.0686  0.316  0.036  0.166 0.986
-0.241  -0.24    0.439  0.0749 0.208 0.952
2.18   -0.299   0.204  0.0455 0.148 0.987
-0.316  -0.163   0.344  0.0373 0.125 0.978
1.35   -0.307   0.295  0.07   0.239 0.921
-0.666  -0.166   0.302  0.0365 0.167 0.991
-2.73   -0.102   0.542  0.0557 0.183 0.961
1.84   -0.214   0.187  0.0159 0.105 0.957
-2.26   -0.115   0.365  0.0507 0.244 0.942
2.25   -0.372   0.493  0.0652 0.178 0.947
0.653  -0.216   0.304  0.0286 0.134 0.989
-1.72   -0.199   0.619  0.0571 0.206 0.959
0.348  -0.231   0.327  0.055  0.184 0.963
-1.06   -0.138   0.368  0.0436 0.157 0.972
0.924  -0.274   0.307  0.0554 0.191 0.977
0.282  -0.197   0.156  0.0364 0.204 0.966
0.177  -0.277   0.485  0.0544 0.213 0.962
0.801  -0.295   0.418  0.0382 0.199 0.962
0.833  -0.276   0.384  0.0447 0.217 0.933
0.326  -0.211   0.319  0.0619 0.18  0.945
-2.55   -0.0763  0.483  0.0416 0.157 0.974
1.67   -0.337   0.415  0.049  0.212 0.939
1.05   -0.219   0.125  0.0405 0.15  0.994
-3.25   -0.0887  0.469  0.0343 0.218 0.987
-0.891  -0.136   0.329  0.0323 0.111 1.03 
0.633  -0.32    0.511  0.052  0.245 0.934
-2.73   -0.0546  0.387  0.0509 0.216 0.931
-0.646  -0.146   0.287  0.0474 0.134 0.988
0.0545 -0.25    0.323  0.0351 0.229 0.961
1.01   -0.247   0.406  0.0407 0.122 0.977
0.509  -0.197   0.143  0.0297 0.159 1    
-0.0231 -0.172   0.412  0.0233 0.09590.996
1.29   -0.29    0.401  0.0643 0.129 0.99 
-0.184  -0.198   0.385  0.0696 0.119 1    
0.477  -0.243   0.298  0.0429 0.185 0.975
0.0551 -0.247   0.358  0.0536 0.173 1.01 
-1.38   -0.0787  0.253  0.0425 0.126 0.992
0.376  -0.225   0.298  0.0586 0.13  1.02 
0.218  -0.248   0.525  0.0356 0.127 1    
-0.331  -0.264   0.44   0.0473 0.308 0.887
1.14   -0.295   0.567  0.0521 0.105 0.993
0.823  -0.239   0.285  0.0367 0.17  0.971
-0.212  -0.218   0.51   0.0341 0.16  0.96 
-1.04   -0.13    0.294  0.0459 0.184 0.951
2.66   -0.315   0.0692 0.0468 0.179 0.976
-1.73   -0.17    0.455  0.072  0.21  0.972
1.89   -0.259   0.224  0.0403 0.13  0.966
0.954  -0.231   0.0317 0.0488 0.271 0.915
-3.03   -0.0275  0.362  0.0313 0.128 1.02 
-2.15   -0.0331  0.301  0.0281 0.129 0.98 
0.318  -0.234   0.447  0.0271 0.114 1.01 
-0.713  -0.11    0.256  0.0479 0.142 0.964
2.27   -0.378   0.303  0.0615 0.225 0.959
-2.63   -0.0522  0.338  0.0434 0.07631.07 
-1.83   -0.0559  0.271  0.0428 0.145 0.966
-0.42   -0.164   0.218  0.0479 0.149 1.01 
0.892  -0.182   0.169  0.0288 0.135 0.964
-1.43   -0.0763  0.259  0.0278 0.173 0.945
1.76   -0.313   0.381  0.0568 0.09971.02 
0.625  -0.276   0.407  0.0588 0.201 0.947
0.349  -0.206   0.373  0.0233 0.147 0.966
0.987  -0.174   0.209  0.0236 0.07191.01 
0.0845 -0.241   0.405  0.0586 0.21  0.945
-0.0581 -0.127   0.104  0.0449 0.174 0.945
1.56   -0.313   0.425  0.0435 0.127 0.999
-2.32   -0.109   0.484  0.0621 0.143 0.997
-1.59   -0.125   0.35   0.0702 0.161 0.985
-0.0848 -0.195   0.282  0.042  0.147 1.01 
0.363  -0.203   0.398  0.0393 0.144 0.943
-0.351  -0.189   0.351  0.0405 0.106 1.04 
-2.1    -0.139   0.549  0.0454 0.229 0.928
0.507  -0.19    0.235  0.0378 0.187 0.924
0.351  -0.245   0.441  0.046  0.17  0.959
0.323  -0.197   0.307  0.0409 0.146 0.973
0.513  -0.215   0.179  0.0398 0.163 0.993
0.278  -0.215   0.285  0.047  0.167 0.978
0.533  -0.212   0.311  0.0452 0.146 0.967
2.78   -0.346   0.338  0.0531 0.134 0.96 
-1.81   -0.0857  0.385  0.0337 0.14  0.973
-1.72   -0.157   0.483  0.0576 0.202 0.957
-1.89   -0.049   0.229  0.0317 0.158 0.966
-0.729  -0.0889  0.202  0.0296 0.126 0.975
-0.634  -0.134   0.282  0.0249 0.154 0.969
-1.88   -0.141   0.452  0.0535 0.11  1.06 
-0.971  -0.113   0.32   0.0184 0.112 0.997
-0.807  -0.142   0.324  0.0564 0.09231.02 
1.75   -0.349   0.305  0.093  0.236 0.943
0.686  -0.19    0.182  0.0338 0.172 0.956
-1.72   -0.0506  0.205  0.017  0.135 0.996
-0.381  -0.238   0.567  0.0385 0.143 0.996
0.0996 -0.207   0.428  0.0543 0.147 0.965
0.248  -0.275   0.46   0.0691 0.241 0.922
-1.12   -0.112   0.232  0.0341 0.14  1.01 
0.389  -0.226   0.34   0.0636 0.197 0.927
1.81   -0.233   0.155  0.0186 0.176 0.927
-2.99   -0.119   0.573  0.0436 0.197 0.987
-0.774  -0.163   0.308  0.0736 0.17  0.972
-0.55   -0.154   0.378  0.0395 0.103 1.01 
0.69   -0.326   0.438  0.0736 0.26  0.926
-0.457  -0.203   0.44   0.0615 0.09521.03 
-0.748  -0.205   0.355  0.0577 0.264 0.919
1.69   -0.274   0.306  0.0477 0.141 0.959
2.31   -0.294   0.258  0.0469 0.117 0.979
-2.77   -0.0296  0.324  0.0191 0.113 1.04 
-0.771  -0.159   0.512  0.0323 0.08221.01 
0.785  -0.26    0.426  0.0513 0.118 0.998
-1.07   -0.242   0.634  0.0485 0.235 0.934
-1.09   -0.144   0.34   0.0424 0.117 1.03 
0.155  -0.229   0.503  0.075  0.105 0.993
-2.06   -0.0567  0.381  0.0256 0.09881    
1.06   -0.238   0.269  0.0547 0.146 0.971
0.224  -0.263   0.454  0.0366 0.138 1.02 
-1.21   -0.123   0.272  0.0343 0.16  0.999
2.81   -0.322   0.281  0.0323 0.163 0.938
0.178  -0.214   0.359  0.0315 0.146 0.994
-0.0781 -0.229   0.466  0.0563 0.147 0.984
-0.333  -0.256   0.605  0.0377 0.196 0.956
-1.12   -0.0846  0.309  0.0212 0.09861.01 
-0.129  -0.254   0.352  0.062  0.232 0.963
3.17   -0.427   0.364  0.0784 0.165 0.989
-0.124  -0.124   0.111  0.0289 0.176 0.948
2.53   -0.394   0.376  0.034  0.175 1    
3.24   -0.394   0.299  0.0521 0.17  0.969
0.885  -0.275   0.318  0.0566 0.21  0.955
-0.313  -0.214   0.43   0.0578 0.152 0.984
-1.01   -0.12    0.336  0.0281 0.147 0.976
-0.13   -0.195   0.3    0.0492 0.169 0.983
1.53   -0.336   0.506  0.0836 0.178 0.946
0.446  -0.215   0.241  0.042  0.178 0.973
0.728  -0.249   0.279  0.0699 0.167 0.979
2.84   -0.325   0.208  0.0395 0.15  0.967
0.363  -0.244   0.354  0.0459 0.131 1.03 
0.357  -0.2     0.303  0.017  0.159 0.971
1.29   -0.241   0.267  0.0435 0.124 0.988
-1.27   -0.172   0.525  0.0337 0.192 0.946
1.82   -0.341   0.309  0.0757 0.186 0.981
-0.893  -0.109   0.306  0.0327 0.138 0.96 
2.19   -0.351   0.369  0.0406 0.207 0.942
-1.26   -0.119   0.365  0.0554 0.114 0.994
-0.405  -0.161   0.282  0.0605 0.172 0.958
0.283  -0.316   0.556  0.0705 0.23  0.938
1.14   -0.238   0.349  0.0197 0.114 0.997
-0.353  -0.199   0.463  0.0318 0.126 1.01 
0.215  -0.165   0.0918 0.0543 0.171 0.975
1.51   -0.292   0.498  0.0538 0.07341    
0.112  -0.138   0.303  0.0258 0.139 0.931
1.16   -0.24    0.287  0.038  0.111 1.01 
0.135  -0.25    0.436  0.0422 0.166 0.998
0.744  -0.275   0.32   0.0551 0.248 0.926
-3.07   -0.0929  0.512  0.0519 0.212 0.958
0.347  -0.227   0.348  0.0499 0.161 0.975
0.479  -0.296   0.522  0.0462 0.12  1.03 
0.593  -0.177   0.169  0.0434 0.08811.02 
2.76   -0.397   0.55   0.0336 0.179 0.928
-0.986  -0.173   0.375  0.0602 0.162 1    
-0.82   -0.218   0.431  0.0458 0.216 0.975
0.109  -0.245   0.507  0.0359 0.186 0.95 
-2.41   -0.0444  0.357  0.0242 0.128 1    
-1.24   -0.188   0.516  0.0428 0.183 0.981
-1.08   -0.0778  0.177  0.0277 0.204 0.918
-0.336  -0.178   0.252  0.0565 0.16  0.982
3.73   -0.41    0.245  0.0472 0.178 0.948
-0.423  -0.148   0.268  0.0353 0.187 0.941
-0.33   -0.181   0.33   0.0514 0.146 0.994
-0.11   -0.139   0.212  0.0411 0.106 1    
2.76   -0.312   0.135  0.0368 0.228 0.904
-0.431  -0.188   0.448  0.0257 0.147 0.975
-0.921  -0.184   0.326  0.0429 0.241 0.946
-0.586  -0.124   0.268  0.0314 0.147 0.959
-1.95   -0.0526  0.345  0.0271 0.136 0.967
-1.19   -0.134   0.439  0.0459 0.114 0.994
-0.788  -0.139   0.318  0.0327 0.161 0.97 
-1.13   -0.0917  0.284  0.0186 0.161 0.954
2.28   -0.277   0.165  0.0657 0.126 0.97 
1.38   -0.276   0.419  0.0436 0.101 1    
-2.06   -0.0527  0.361  0.0288 0.128 0.982
-0.519  -0.136   0.115  0.0393 0.216 0.947
1.06   -0.279   0.348  0.0586 0.16  0.989
-2.26   -0.1     0.27   0.0513 0.237 0.953
2.61   -0.381   0.204  0.0587 0.26  0.942
2.44   -0.307   0.172  0.048  0.141 0.989
-0.504  -0.153   0.399  0.0318 0.143 0.957
0.435  -0.2     0.353  0.0232 0.06941.03 
0.26   -0.24    0.398  0.0437 0.181 0.968
-0.969  -0.183   0.576  0.0563 0.137 0.973
-0.195  -0.187   0.459  0.0205 0.185 0.931
1.15   -0.269   0.441  0.037  0.09731.01 
0.305  -0.186   0.365  0.022  0.09431    
1.8    -0.354   0.416  0.0808 0.157 0.993
1.92   -0.325   0.239  0.0736 0.263 0.895
-0.502  -0.23    0.405  0.0555 0.19  0.994
-0.00972-0.157   0.313  0.0411 0.142 0.948
-3.29   -0.0374  0.556  0.0208 0.188 0.937
-0.0418 -0.177   0.327  0.0393 0.136 0.981
0.164  -0.22    0.435  0.0477 0.085 1.03 
2.33   -0.364   0.447  0.0402 0.158 0.972
1.94   -0.218   0.0726 0.0509 0.09070.997
1.07   -0.301   0.382  0.0427 0.198 0.967
0.699  -0.282   0.428  0.0584 0.152 1    
0.835  -0.324   0.518  0.0554 0.193 0.968
-1.56   -0.111   0.358  0.0431 0.158 0.983
-2.06   -0.104   0.413  0.0294 0.116 1.04 
1.63   -0.254   0.149  0.0515 0.127 1    
0.506  -0.307   0.47   0.0478 0.268 0.92 
-1.34   -0.176   0.517  0.07   0.152 0.985
-1.41   -0.137   0.393  0.029  0.17  0.979
1.52   -0.267   0.299  0.0403 0.188 0.932
0.393  -0.308   0.329  0.078  0.266 0.959
2.82   -0.34    0.202  0.0425 0.17  0.966
4.46   -0.448   0.129  0.0542 0.267 0.894
-3.39   -0.123   0.718  0.085  0.133 1.03 
-1.42   -0.139   0.379  0.0422 0.174 0.979
-1.78   -0.113   0.342  0.0462 0.215 0.943
-0.00732-0.213   0.343  0.033  0.145 1    
0.76   -0.234   0.231  0.0473 0.168 0.989
0.0354 -0.219   0.315  0.0554 0.201 0.954
-0.381  -0.175   0.224  0.0591 0.189 0.979
-0.0742 -0.208   0.391  0.0438 0.155 0.978
0.233  -0.266   0.554  0.0491 0.129 1    
-2.21   -0.039   0.345  0.0277 0.144 0.962
-2.26   -0.0889  0.33   0.0531 0.121 1.04 
-3.33   0.0058  0.303  0.0372 0.136 1.01 
-0.404  -0.175   0.249  0.0528 0.178 0.968
0.555  -0.219   0.228  0.0471 0.199 0.945
-0.388  -0.139   0.25   0.0563 0.123 0.986
1.15   -0.262   0.427  0.0472 0.147 0.953
1.47   -0.294   0.309  0.0645 0.183 0.964
0.967  -0.292   0.417  0.0373 0.236 0.921
1.47   -0.244   0.207  0.032  0.121 0.996
0.165  -0.302   0.488  0.068  0.241 0.954
-2.84   -0.101   0.471  0.0442 0.209 0.984
-1.51   -0.16    0.637  0.0296 0.163 0.954
0.506  -0.247   0.425  0.0418 0.09961.02 
-1.88   -0.132   0.5    0.0278 0.219 0.931
-1.88   -0.122   0.475  0.049  0.149 0.99 
0.193  -0.266   0.408  0.086  0.172 0.989
0.575  -0.141   0.134  0.0189 0.119 0.978
0.681  -0.197   0.197  0.0346 0.166 0.965
-2.45   -0.0712  0.408  0.0529 0.162 0.975
0.545  -0.229   0.259  0.056  0.188 0.963
1.43   -0.305   0.274  0.0394 0.182 0.997
1.96   -0.396   0.552  0.0623 0.206 0.953
-1.91   -0.1     0.357  0.0582 0.102 1.04 
1.97   -0.294   0.313  0.0664 0.133 0.973
1.52   -0.33    0.458  0.0406 0.178 0.977
1.55   -0.331   0.5    0.0352 0.128 1.01 
-0.805  -0.138   0.265  0.0368 0.141 0.993
0.157  -0.207   0.258  0.0442 0.198 0.952
-1.12   -0.162   0.482  0.0613 0.107 1.02 
0.125  -0.228   0.405  0.0442 0.158 0.988
-0.54   -0.137   0.381  0.0257 0.08051.01 
-1.46   -0.109   0.264  0.0466 0.197 0.952
2.37   -0.389   0.502  0.0935 0.165 0.964
1.76   -0.257   0.213  0.0329 0.128 0.99 
0.464  -0.245   0.273  0.0752 0.228 0.941
0.45   -0.24    0.37   0.0806 0.199 0.925
-2.56   -0.0399  0.332  0.0333 0.155 0.978
-0.416  -0.168   0.303  0.0378 0.195 0.938
1.06   -0.232   0.29   0.0465 0.149 0.957
-0.0903 -0.249   0.442  0.0881 0.143 1    
-0.167  -0.216   0.53   0.0403 0.104 1.01 
-1.09   -0.058   0.108  0.0277 0.156 0.955
4.48   -0.419   0.004680.0501 0.206 0.956
0.909  -0.251   0.348  0.0509 0.149 0.971
1.27   -0.223   0.306  0.042  0.09480.987
1.44   -0.196   0.0937 0.0378 0.145 0.944
0.0499 -0.238   0.518  0.0522 0.07621.04 
1.96   -0.314   0.399  0.0463 0.136 0.973
0.00384-0.125   0.188  0.0429 0.088 1    
1.08   -0.282   0.291  0.0595 0.166 0.99 
-1.96   -0.137   0.324  0.0495 0.262 0.946
-1.41   -0.146   0.213  0.0701 0.231 0.975
0.868  -0.258   0.421  0.0343 0.126 1    
-1.54   -0.102   0.421  0.0295 0.13  0.975
1.12   -0.291   0.475  0.031  0.145 0.977
-2.13   -0.153   0.586  0.0357 0.195 0.965
2.12   -0.256   0.116  0.0347 0.148 0.966
1.21   -0.277   0.316  0.0417 0.189 0.953
-2.07   -0.112   0.455  0.0513 0.128 1.01 
0.874  -0.167   0.126  0.0213 0.125 0.979
-0.527  -0.186   0.256  0.0443 0.205 0.98 
1.77   -0.288   0.211  0.0376 0.192 0.956
-3.07   -0.0444  0.38   0.0727 0.177 0.977
-1.03   -0.118   0.256  0.0501 0.139 0.993
0.545  -0.273   0.399  0.0757 0.205 0.943
0.00788-0.224   0.438  0.0266 0.158 0.985
-4.02   -0.0297  0.538  0.041  0.159 0.998
0.744  -0.21    0.168  0.0575 0.171 0.973
1.06   -0.286   0.283  0.058  0.179 0.99 
-1.26   -0.17    0.424  0.0642 0.248 0.907
0.248  -0.223   0.281  0.0597 0.197 0.955
-0.436  -0.287   0.69   0.149  0.148 0.986
-2.67   -0.0846  0.373  0.0349 0.243 0.947
0.848  -0.247   0.505  0.0432 0.08570.996
-2.23   -0.0217  0.301  0.0145 0.171 0.939
1.41   -0.329   0.408  0.0522 0.239 0.925
0.773  -0.255   0.376  0.0538 0.157 0.969
4.58   -0.467   0.386  0.0471 0.07591.02 
-0.419  -0.172   0.299  0.0456 0.105 1.04 
-1.61   -0.154   0.5    0.0381 0.149 1    
0.971  -0.218   0.246  0.0415 0.142 0.978
1.2    -0.316   0.343  0.05   0.197 0.981
1.88   -0.286   0.142  0.0637 0.221 0.918
-0.876  -0.149   0.269  0.0446 0.178 0.981
1.69   -0.335   0.396  0.0608 0.154 0.995
1.97   -0.331   0.345  0.0441 0.181 0.968
0.198  -0.196   0.328  0.0367 0.144 0.983
0.94   -0.293   0.471  0.0438 0.166 0.974
1.5    -0.319   0.401  0.062  0.213 0.922
1.31   -0.273   0.328  0.0504 0.194 0.939
-0.83   -0.18    0.414  0.0862 0.136 0.996
0.172  -0.19    0.293  0.0587 0.093 1.02 
-2.85   -0.033   0.37   0.0284 0.179 0.96 
-1.14   -0.122   0.289  0.0433 0.131 1.01 
-1.26   -0.0792  0.297  0.038  0.119 0.971
-0.848  -0.156   0.354  0.0375 0.152 0.987
-0.254  -0.108   0.0594 0.0204 0.147 0.989
-0.0196 -0.246   0.332  0.0584 0.244 0.946
-0.245  -0.157   0.219  0.0289 0.145 0.99 
-0.223  -0.192   0.264  0.0482 0.198 0.965
-1.97   -0.0638  0.314  0.029  0.119 1.01 
0.305  -0.204   0.266  0.0472 0.11  1.03 
-0.0986 -0.209   0.453  0.0348 0.138 0.977
-2.25   -0.0964  0.407  0.0319 0.171 0.987
-0.275  -0.279   0.561  0.087  0.224 0.947
-0.799  -0.203   0.53   0.0408 0.143 0.997
2.51   -0.316   0.304  0.0343 0.166 0.94 
0.0571 -0.261   0.504  0.0614 0.177 0.969
2.61   -0.343   0.286  0.0423 0.144 0.98 
-0.79   -0.107   0.141  0.0392 0.174 0.966
-2.12   -0.0285  0.251  0.0324 0.107 1.01 
-1.06   -0.176   0.453  0.0431 0.167 0.979
-0.1    -0.152   0.222  0.0452 0.164 0.958
0.737  -0.308   0.458  0.0384 0.249 0.923
-0.989  -0.256   0.549  0.0505 0.256 0.949
1.02   -0.304   0.419  0.0719 0.2   0.94 
-1.17   -0.117   0.394  0.0338 0.143 0.96 
-0.584  -0.2     0.402  0.0514 0.179 0.979
-0.632  -0.177   0.334  0.0425 0.177 0.984
0.867  -0.301   0.478  0.0505 0.162 0.98 
0.0876 -0.303   0.581  0.0706 0.215 0.955
-0.506  -0.175   0.389  0.0301 0.08961.04 
-0.089  -0.174   0.328  0.0922 0.154 0.934
1.35   -0.298   0.326  0.0906 0.139 0.996
1.76   -0.324   0.144  0.0689 0.219 0.975
-0.606  -0.183   0.514  0.0358 0.112 1.01 
1.81   -0.253   0.0853 0.0367 0.151 0.985
0.292  -0.21    0.379  0.0536 0.163 0.941
0.515  -0.27    0.399  0.0493 0.226 0.93 
2.41   -0.328   0.308  0.0682 0.09111.02 
-0.7    -0.085   0.116  0.0316 0.09991.02 
-1.15   -0.127   0.458  0.0268 0.06961.03 
-1.17   -0.159   0.523  0.0613 0.09781.02 
-2.78   -0.051   0.438  0.0339 0.139 0.994
1.26   -0.265   0.308  0.0685 0.161 0.949
-0.137  -0.167   0.372  0.038  0.116 0.975
3.27   -0.354   0.218  0.0401 0.16  0.963
-0.416  -0.157   0.361  0.0344 0.126 0.979
-2.04   -0.0469  0.251  0.0263 0.183 0.951
-0.566  -0.161   0.345  0.0303 0.176 0.955
-2.35   -0.103   0.439  0.0535 0.09471.06 
-2.37   -0.111   0.512  0.0735 0.148 0.989
0.408  -0.194   0.315  0.0401 0.151 0.957
2.22   -0.343   0.268  0.0708 0.257 0.903
-0.872  -0.145   0.351  0.0329 0.215 0.926
-3.21   -0.091   0.6    0.0289 0.167 0.998
1.2    -0.32    0.384  0.0363 0.161 1.02 
2.27   -0.371   0.325  0.0697 0.249 0.912
-0.69   -0.154   0.303  0.0375 0.132 1.01 
0.674  -0.258   0.307  0.0541 0.15  1.01 
0.235  -0.194   0.247  0.0457 0.192 0.944
0.904  -0.267   0.306  0.0556 0.22  0.935
-2.29   -0.0901  0.315  0.0308 0.212 0.971
0.41   -0.239   0.441  0.0382 0.06951.05 
-0.457  -0.202   0.353  0.0632 0.167 0.992
-0.256  -0.278   0.639  0.0512 0.134 1.02 
-0.957  -0.123   0.388  0.0525 0.06991.02 
-0.495  -0.138   0.275  0.0436 0.149 0.974
1.28   -0.234   0.227  0.0567 0.194 0.909
-0.512  -0.204   0.406  0.0384 0.183 0.981
-1.25   -0.0876  0.264  0.0392 0.118 0.998
2.45   -0.38    0.322  0.0801 0.199 0.96 
0.24   -0.27    0.429  0.0668 0.174 0.992
-0.768  -0.208   0.592  0.0343 0.159 0.976
-1.71   -0.112   0.448  0.0386 0.167 0.948
-1.41   -0.136   0.393  0.0422 0.19  0.947
2.08   -0.367   0.291  0.0757 0.247 0.939
0.442  -0.218   0.322  0.0435 0.186 0.94 
1.08   -0.258   0.28   0.0378 0.191 0.943
2.51   -0.339   0.372  0.0496 0.091 1.01 
0.353  -0.263   0.43   0.0675 0.174 0.988
2.69   -0.296   0.0827 0.0524 0.167 0.951
-1.83   -0.15    0.507  0.0508 0.17  0.986
1.28   -0.283   0.284  0.0562 0.212 0.94 
0.304  -0.197   0.286  0.0511 0.185 0.939
-0.842  -0.169   0.447  0.0498 0.122 1.01 
-0.582  -0.203   0.495  0.0344 0.154 0.982
-0.194  -0.185   0.289  0.047  0.196 0.947
-3.18   -0.0274  0.421  0.0385 0.16  0.975
-0.301  -0.2     0.372  0.0453 0.172 0.978
-0.287  -0.22    0.415  0.0517 0.102 1.05 
0.0131 -0.23    0.497  0.0482 0.146 0.972
-0.17   -0.248   0.445  0.0456 0.153 1.02 
-0.31   -0.23    0.444  0.0454 0.212 0.945
-1.27   -0.164   0.42   0.0434 0.204 0.956
2.73   -0.364   0.242  0.0583 0.214 0.924
0.491  -0.216   0.424  0.033  0.08791    
-1.18   -0.107   0.355  0.0326 0.14  0.963
-0.628  -0.144   0.239  0.0394 0.199 0.943
-2.38   -0.0526  0.352  0.046  0.13  1    
0.571  -0.26    0.39   0.0449 0.178 0.966
1.8    -0.249   0.222  0.0323 0.101 1    
0.175  -0.33    0.688  0.0409 0.23  0.943
-0.177  -0.209   0.4    0.043  0.192 0.958
-0.217  -0.171   0.291  0.0507 0.129 1    
0.257  -0.251   0.485  0.044  0.168 0.959
0.537  -0.239   0.344  0.0405 0.133 1.01 
1.35   -0.295   0.287  0.0786 0.242 0.912
0.367  -0.237   0.478  0.0217 0.189 0.928
-2.06   -0.0892  0.527  0.02   0.106 0.995
1.54   -0.258   0.265  0.0454 0.112 1.01 
1.32   -0.256   0.195  0.0277 0.167 0.986
0.0546 -0.146   0.334  0.0209 0.108 0.97 
-0.468  -0.188   0.35   0.0417 0.154 0.988
1.51   -0.279   0.353  0.0591 0.122 0.987
1.03   -0.231   0.177  0.0343 0.198 0.945
-1.51   -0.207   0.636  0.0653 0.12  1.03 
-1.43   -0.051   0.221  0.0369 0.113 0.985
1.32   -0.308   0.312  0.0446 0.206 0.966
1.51   -0.33    0.374  0.0619 0.221 0.942
2.8    -0.355   0.361  0.0625 0.126 0.98 
3.21   -0.38    0.181  0.0814 0.209 0.944
0.202  -0.253   0.564  0.0583 0.133 0.98 
-1.29   -0.103   0.245  0.0407 0.215 0.919
-0.313  -0.143   0.343  0.027  0.09221.01 
1.07   -0.302   0.492  0.0451 0.15  0.987
0.327  -0.235   0.365  0.0296 0.12  1.03 
2.17   -0.327   0.264  0.0784 0.152 0.989
0.335  -0.268   0.399  0.0526 0.199 0.972
-2.74   -0.0409  0.335  0.0443 0.205 0.936
-0.711  -0.152   0.49   0.0171 0.16  0.944
-0.318  -0.159   0.339  0.0424 0.113 1    
-1.13   -0.147   0.406  0.042  0.148 0.982
-0.776  -0.0705  0.218  0.022  0.1   0.988
0.129  -0.235   0.444  0.0838 0.089 1.04 
0.832  -0.294   0.474  0.0658 0.186 0.954
0.312  -0.187   0.334  0.0265 0.184 0.921
-0.517  -0.119   0.201  0.032  0.106 1.01 
0.0846 -0.208   0.483  0.0334 0.145 0.955
2.35   -0.267   0.168  0.0322 0.114 0.985
-1.8    -0.0562  0.229  0.0357 0.127 0.997
1.6    -0.28    0.302  0.0445 0.162 0.962
-1.05   -0.168   0.357  0.0585 0.183 0.976
-1.57   -0.169   0.491  0.0362 0.248 0.916
1.37   -0.24    0.229  0.0262 0.07561.04 
0.375  -0.138   0.139  0.0281 0.107 0.989
0.357  -0.199   0.347  0.0416 0.119 0.99 
-0.183  -0.136   0.207  0.0368 0.16  0.947
-0.745  -0.209   0.48   0.0286 0.23  0.935
-1.38   -0.125   0.379  0.0306 0.111 1.02 
1.33   -0.329   0.378  0.0377 0.25  0.927
-1.69   -0.107   0.395  0.0317 0.14  0.995
-2.51   -0.0693  0.398  0.0568 0.147 0.993
-1.08   -0.176   0.434  0.0621 0.164 0.984
-0.551  -0.182   0.374  0.0461 0.202 0.933
2.27   -0.279   0.143  0.06   0.179 0.939
-1.16   -0.126   0.317  0.0338 0.161 0.987
-0.0654 -0.175   0.206  0.0281 0.174 0.981
0.258  -0.251   0.59   0.0401 0.163 0.941
-1.92   -0.0931  0.399  0.0467 0.101 1.03 
1.33   -0.351   0.54   0.0605 0.164 0.988
1.44   -0.303   0.364  0.0652 0.183 0.947
-0.787  -0.151   0.431  0.0178 0.123 0.996
-2.27   -0.0391  0.241  0.0357 0.182 0.961
-3.85   0.0286  0.522  0.0256 0.158 0.933
0.454  -0.209   0.444  0.0479 0.11  0.97 
1.63   -0.367   0.611  0.0481 0.179 0.955
0.601  -0.253   0.26   0.0268 0.153 1.04 
0.205  -0.265   0.347  0.0979 0.136 1.03 
-0.987  -0.129   0.292  0.0502 0.187 0.943
0.709  -0.189   0.27   0.0361 0.126 0.963
-0.675  -0.186   0.491  0.051  0.163 0.962
2.43   -0.345   0.249  0.0563 0.197 0.957
0.703  -0.238   0.406  0.0504 0.102 1    
0.487  -0.298   0.448  0.0778 0.239 0.931
-2.66   -0.133   0.645  0.0621 0.147 0.995
-1.19   -0.198   0.475  0.0376 0.207 0.982
-2.35   -0.101   0.422  0.041  0.194 0.968
-1.8    -0.111   0.331  0.0356 0.157 1.01 
-1.02   -0.0807  0.293  0.0326 0.118 0.963
0.798  -0.288   0.416  0.0664 0.111 1.04 
1.62   -0.262   0.367  0.0433 0.07051.01 
-1.08   -0.127   0.328  0.0279 0.187 0.946
1.61   -0.308   0.29   0.0391 0.226 0.934
-0.477  -0.132   0.267  0.0268 0.07441.05 
1.94   -0.282   0.16   0.0317 0.152 0.991
-0.274  -0.248   0.474  0.0622 0.22  0.94 
-1.49   -0.101   0.335  0.0402 0.155 0.969
0.507  -0.242   0.288  0.0418 0.155 1.01 
-0.272  -0.196   0.359  0.0535 0.164 0.97 
1.33   -0.349   0.38   0.0685 0.236 0.954
-0.185  -0.165   0.279  0.0396 0.08141.04 
1.27   -0.325   0.358  0.0769 0.159 1.01 
-0.935  -0.186   0.383  0.0591 0.198 0.961
-2.81   -0.0476  0.444  0.0562 0.14  0.975
0.654  -0.227   0.43   0.0399 0.09081    
0.279  -0.219   0.317  0.032  0.184 0.964
-1.06   -0.198   0.459  0.0927 0.17  0.975
0.671  -0.246   0.485  0.0424 0.108 0.982
1.35   -0.282   0.249  0.0568 0.172 0.986
-0.527  -0.193   0.361  0.07   0.179 0.961
-0.692  -0.125   0.197  0.0286 0.147 1.01 
0.359  -0.249   0.476  0.0341 0.177 0.958
-2.57   -0.0773  0.449  0.0508 0.157 0.983
-1.16   -0.139   0.32   0.0334 0.17  0.993
1.41   -0.361   0.535  0.0616 0.161 1    
-1.49   -0.148   0.35   0.0408 0.139 1.04 
1.63   -0.337   0.355  0.0375 0.174 1.01 
0.406  -0.217   0.426  0.0405 0.134 0.97 
-1.8    -0.138   0.409  0.0555 0.169 0.999
-1.32   -0.175   0.392  0.0435 0.172 1.01 
1.37   -0.21    0.14   0.0356 0.123 0.97 
0.383  -0.262   0.33   0.0577 0.209 0.966
-1.2    -0.117   0.464  0.0277 0.149 0.946
-0.897  -0.093   0.347  0.0365 0.08920.989
-1.77   -0.0766  0.425  0.0293 0.09291    
-1.38   -0.192   0.575  0.0694 0.171 0.968
0.933  -0.27    0.357  0.0482 0.137 1    
2.47   -0.329   0.303  0.0329 0.123 0.999
2.41   -0.363   0.297  0.0579 0.198 0.961
-0.884  -0.199   0.41   0.075  0.165 1    
-0.977  -0.224   0.44   0.0376 0.284 0.92 
-1.66   -0.0835  0.298  0.0407 0.118 1.01 
-0.386  -0.165   0.297  0.0569 0.118 1.01 
-1.61   -0.117   0.399  0.0429 0.195 0.94 
-1.74   -0.0927  0.267  0.0591 0.164 0.984
2.3    -0.331   0.228  0.053  0.16  0.995
-2.23   -0.134   0.531  0.0307 0.169 0.997
-1.31   -0.172   0.57   0.0648 0.158 0.957
-0.852  -0.103   0.357  0.0168 0.05161.03 
-1.26   -0.141   0.407  0.0454 0.139 0.994
1.27   -0.302   0.454  0.0413 0.147 0.988
-2.5    -0.0737  0.329  0.0373 0.182 0.986
1.25   -0.222   0.248  0.0392 0.103 1    
1.34   -0.31    0.45   0.0443 0.149 0.98 
1.65   -0.255   0.167  0.0697 0.118 0.997
1.19   -0.237   0.337  0.0436 0.09430.993
1.42   -0.235   0.14   0.0427 0.101 1.03 
1.11   -0.314   0.359  0.0652 0.219 0.96 
-0.991  -0.161   0.431  0.0279 0.164 0.978
-1.09   -0.0942  0.25   0.019  0.15  0.969
-2.9    -0.0929  0.447  0.0637 0.08741.1  
-0.403  -0.211   0.54   0.0317 0.136 0.987
2.49   -0.417   0.527  0.044  0.217 0.938
0.101  -0.246   0.494  0.0512 0.127 1.01 
-0.182  -0.154   0.232  0.0397 0.149 0.974
0.388  -0.256   0.38   0.0427 0.131 1.03 
0.763  -0.231   0.355  0.0274 0.189 0.929
0.396  -0.214   0.337  0.0545 0.149 0.96 
-1.44   -0.128   0.441  0.028  0.148 0.981
0.793  -0.221   0.319  0.0389 0.12  0.987
0.143  -0.199   0.335  0.063  0.124 0.988
0.231  -0.177   0.225  0.0262 0.224 0.914
1.62   -0.287   0.305  0.0659 0.182 0.949
-2.65   -0.0186  0.192  0.0365 0.176 0.988
-0.218  -0.15    0.252  0.0195 0.145 0.977
0.481  -0.176   0.171  0.038  0.133 0.989
0.527  -0.231   0.35   0.0367 0.13  1    
0.583  -0.251   0.282  0.0326 0.221 0.956
-0.0668 -0.268   0.601  0.0588 0.168 0.968
-0.714  -0.186   0.207  0.0545 0.253 0.95 
1.05   -0.284   0.249  0.0798 0.195 0.976
-0.33   -0.145   0.266  0.0379 0.136 0.977
-2.11   -0.135   0.48   0.039  0.194 0.97 
1.58   -0.283   0.256  0.0514 0.134 1    
0.4    -0.247   0.415  0.0307 0.142 0.999
-1.31   -0.119   0.354  0.039  0.132 0.996
-1.49   -0.102   0.43   0.0216 0.08371.03 
0.332  -0.221   0.395  0.0387 0.111 1    
-0.82   -0.122   0.245  0.0453 0.154 0.97 
-0.429  -0.149   0.375  0.026  0.07761.03 
0.276  -0.269   0.482  0.0532 0.188 0.966
-1.52   -0.13    0.471  0.0475 0.142 0.977
1.81   -0.269   0.285  0.0298 0.135 0.973
0.525  -0.23    0.289  0.0635 0.13  1    
-0.57   -0.206   0.397  0.0449 0.165 0.99 
-2.29   -0.0875  0.447  0.0338 0.192 0.95 
-0.273  -0.23    0.562  0.0419 0.137 0.994
0.807  -0.239   0.309  0.0475 0.122 1    
-0.209  -0.203   0.476  0.0407 0.136 0.975
-0.63   -0.167   0.378  0.0381 0.186 0.946
-3.69   -0.0128  0.515  0.0554 0.146 0.97 
-0.507  -0.137   0.136  0.0475 0.235 0.915
-0.62   -0.156   0.364  0.023  0.177 0.953
1.79   -0.354   0.501  0.0555 0.207 0.928
1.65   -0.259   0.327  0.0347 0.112 0.98 
-0.51   -0.228   0.402  0.0559 0.232 0.946
-1.87   -0.0998  0.372  0.0376 0.133 1.01 
0.376  -0.236   0.5    0.0365 0.08821.01 
-0.703  -0.176   0.435  0.038  0.03041.1  
1.01   -0.252   0.313  0.0751 0.156 0.967
0.683  -0.19    0.158  0.0368 0.146 0.984
0.525  -0.23    0.427  0.0363 0.116 0.993
-1.69   -0.111   0.296  0.0491 0.184 0.98 
-2.75   -0.147   0.833  0.0347 0.137 0.99 
-3.83   0.0288  0.409  0.0452 0.11  1.01 
0.887  -0.275   0.217  0.0621 0.282 0.905
-0.348  -0.199   0.396  0.0531 0.141 0.999
-1.78   -0.018   0.299  0.0156 0.03011.04 
-1.01   -0.194   0.393  0.0625 0.188 0.994
-1.18   -0.116   0.396  0.0408 0.212 0.897
-0.626  -0.133   0.316  0.0343 0.118 0.995
-2.51   -0.0624  0.38   0.0262 0.155 0.987
0.566  -0.207   0.317  0.036  0.128 0.978
-0.244  -0.184   0.269  0.0389 0.14  1.01 
0.555  -0.204   0.356  0.0196 0.167 0.933
-1.36   -0.103   0.322  0.0481 0.146 0.974
-1.25   -0.191   0.535  0.0881 0.2   0.943
-1.04   -0.152   0.473  0.0143 0.143 0.978
2.46   -0.337   0.226  0.0523 0.187 0.962
-0.435  -0.113   0.253  0.0299 0.09431    
-1.13   -0.156   0.321  0.048  0.188 0.981
1.35   -0.268   0.297  0.0523 0.163 0.961
-0.365  -0.129   0.208  0.0434 0.125 0.992
-2.08   -0.128   0.54   0.0576 0.167 0.973
-0.342  -0.164   0.309  0.0255 0.158 0.978
0.0842 -0.159   0.199  0.0349 0.123 0.999
0.0176 -0.186   0.22   0.0629 0.154 0.991
0.456  -0.219   0.437  0.042  0.101 0.992
0.881  -0.244   0.231  0.0425 0.174 0.98 
-2.09   -0.0695  0.372  0.0397 0.167 0.95 
-0.244  -0.178   0.337  0.0382 0.126 1    
-0.955  -0.176   0.518  0.0638 0.131 0.977
-0.491  -0.209   0.53   0.0395 0.125 1    
-1.2    -0.213   0.544  0.0731 0.176 0.994
1.08   -0.337   0.615  0.0881 0.103 1.02 
-0.266  -0.257   0.619  0.0302 0.171 0.971
-1.78   -0.11    0.411  0.0448 0.141 0.997
-0.571  -0.172   0.229  0.0597 0.164 1    
-2.95   -0.0148  0.336  0.0331 0.114 1.02 
-2.25   -0.0511  0.327  0.0273 0.146 0.985
-1.45   -0.128   0.413  0.0435 0.144 0.985
1.02   -0.377   0.534  0.134  0.254 0.928
3.87   -0.433   0.335  0.0649 0.138 0.99 
-0.0799 -0.132   0.128  0.058  0.193 0.921
-0.199  -0.171   0.419  0.0274 0.135 0.967
-0.587  -0.149   0.406  0.0236 0.155 0.949
-1.14   -0.173   0.447  0.0333 0.177 0.986
-2.36   0.0191  0.21   0.0191 0.09710.997
-0.454  -0.147   0.309  0.029  0.18  0.935
0.499  -0.291   0.472  0.0524 0.188 0.981
1.07   -0.248   0.263  0.0374 0.145 0.988
-0.0332 -0.218   0.384  0.0473 0.2   0.942
-0.136  -0.203   0.534  0.0659 0.09430.988
-1.95   -0.0686  0.408  0.0287 0.109 0.991
1.21   -0.228   0.188  0.0324 0.121 1    
-0.018  -0.153   0.23   0.0434 0.124 0.993
-0.0025 -0.272   0.508  0.0653 0.201 0.964
-0.987  -0.182   0.4    0.0386 0.193 0.978
-1.68   -0.113   0.361  0.024  0.202 0.953
-0.122  -0.184   0.245  0.0283 0.189 0.966
0.314  -0.234   0.38   0.0389 0.175 0.963
-0.15   -0.25    0.453  0.0634 0.25  0.915
2.41   -0.311   0.2    0.0579 0.193 0.938
0.437  -0.231   0.311  0.0669 0.178 0.962
0.565  -0.273   0.462  0.048  0.185 0.949
-0.586  -0.173   0.359  0.0509 0.169 0.978
1.61   -0.253   0.117  0.0312 0.179 0.971
0.85   -0.213   0.205  0.0343 0.154 0.981
1.61   -0.277   0.235  0.047  0.182 0.954
0.812  -0.312   0.431  0.0612 0.174 0.992
-0.681  -0.195   0.519  0.0508 0.117 1    
-1.83   -0.153   0.564  0.0373 0.158 0.985
-2.13   -0.0564  0.286  0.0476 0.121 1.01 
2.46   -0.381   0.453  0.0738 0.15  0.97 
-1.45   -0.203   0.504  0.0683 0.178 1.01 
0.504  -0.152   0.171  0.0243 0.146 0.952
-0.828  -0.172   0.501  0.0348 0.124 0.992
-1.99   -0.146   0.368  0.0471 0.267 0.936
0.9    -0.312   0.442  0.0619 0.253 0.913
0.951  -0.192   0.185  0.0403 0.128 0.976
-0.0166 -0.238   0.36   0.038  0.184 0.988
-1.13   -0.157   0.408  0.0406 0.115 1.03 
-0.405  -0.186   0.402  0.0446 0.132 0.986
-1.1    -0.173   0.411  0.0606 0.166 0.988
0.696  -0.268   0.298  0.043  0.164 1.01 
-1.02   -0.151   0.329  0.0456 0.189 0.963
-0.962  -0.0964  0.333  0.0244 0.106 0.98 
-0.0292 -0.236   0.36   0.0496 0.221 0.956
-2.84   -0.0384  0.456  0.0289 0.118 1    
0.416  -0.181   0.131  0.0386 0.215 0.936
-0.256  -0.219   0.411  0.0437 0.186 0.973
-0.993  -0.187   0.462  0.0476 0.172 0.972
1.55   -0.279   0.267  0.0474 0.154 0.984
0.513  -0.227   0.317  0.052  0.149 0.979
0.999  -0.273   0.382  0.0697 0.184 0.947
1.05   -0.242   0.204  0.0476 0.169 0.974
-0.976  -0.157   0.35   0.0407 0.201 0.939
1.87   -0.277   0.331  0.0464 0.06841.02 
1.14   -0.263   0.379  0.0646 0.147 0.964
-0.12   -0.201   0.378  0.0389 0.167 0.958
-1.63   -0.121   0.478  0.0491 0.07111.05 
-0.668  -0.178   0.381  0.0418 0.144 0.997
-0.021  -0.154   0.241  0.0288 0.143 0.979
2.25   -0.31    0.288  0.0447 0.162 0.95 
-1.34   -0.187   0.488  0.0472 0.17  0.998
-0.152  -0.286   0.545  0.0814 0.181 0.997
-0.146  -0.24    0.402  0.0533 0.194 0.979
-1.58   -0.0888  0.323  0.0381 0.147 0.973
0.486  -0.266   0.453  0.0531 0.169 0.972
0.753  -0.247   0.334  0.0473 0.144 0.999
-0.00394-0.23    0.404  0.0479 0.169 0.977
0.199  -0.231   0.286  0.0533 0.217 0.956
-0.337  -0.162   0.387  0.0335 0.113 0.996
-0.724  -0.156   0.355  0.0593 0.156 0.964
1.05   -0.236   0.27   0.0276 0.08351.05 
-0.327  -0.193   0.443  0.0366 0.195 0.929
2.14   -0.348   0.385  0.0492 0.168 0.971
-1.52   -0.162   0.427  0.0612 0.175 0.996
-0.154  -0.195   0.292  0.039  0.159 1    
-0.624  -0.168   0.321  0.0442 0.16  0.984
-0.868  -0.163   0.333  0.0377 0.157 1    
1.47   -0.249   0.173  0.0408 0.157 0.981
-0.386  -0.156   0.427  0.0249 0.12  0.972
-1.31   -0.15    0.409  0.0543 0.19  0.957
0.805  -0.19    0.304  0.0271 0.08391    
-0.759  -0.114   0.298  0.0267 0.12  0.987
1.47   -0.31    0.304  0.0577 0.231 0.934
0.64   -0.181   0.251  0.0364 0.108 0.98 
-0.0682 -0.17    0.31   0.0382 0.147 0.975
-1.13   -0.132   0.481  0.0144 0.132 0.971
1.95   -0.338   0.419  0.0528 0.21  0.921
3.38   -0.414   0.371  0.0434 0.144 0.987
0.285  -0.173   0.233  0.0439 0.09171.02 
2.69   -0.345   0.121  0.0535 0.206 0.96 
-0.338  -0.248   0.428  0.0809 0.196 0.973
-0.949  -0.193   0.39   0.0663 0.221 0.947
2.52   -0.357   0.38   0.0516 0.132 0.985
2.51   -0.408   0.417  0.0754 0.176 0.996
0.862  -0.226   0.382  0.0435 0.131 0.961
-2.01   -0.0913  0.531  0.026  0.06351.03 
1.34   -0.245   0.242  0.0362 0.15  0.963
1.88   -0.379   0.495  0.078  0.203 0.949
2.51   -0.316   0.114  0.0519 0.192 0.957
3.93   -0.339   0.004860.0496 0.135 0.968
-0.0341 -0.193   0.363  0.0384 0.185 0.94 
-2.3    -0.129   0.494  0.0794 0.205 0.955
-0.642  -0.139   0.292  0.0373 0.144 0.983
0.0899 -0.173   0.222  0.036  0.192 0.93 
0.444  -0.241   0.292  0.0362 0.2   0.97 
-1.09   -0.12    0.412  0.0529 0.139 0.962
-1.5    -0.168   0.536  0.0508 0.182 0.964
-0.68   -0.168   0.412  0.0401 0.149 0.973
-0.0985 -0.287   0.444  0.0812 0.222 0.981
-1.31   -0.13    0.372  0.049  0.1   1.04 
-1.62   -0.119   0.415  0.0396 0.172 0.963
2.95   -0.427   0.298  0.0772 0.209 0.985
0.151  -0.22    0.359  0.0362 0.14  1.01 
1.73   -0.315   0.4    0.0532 0.141 0.984
3.14   -0.339   0.195  0.052  0.168 0.935
-0.622  -0.16    0.427  0.0319 0.107 1.01 
1.57   -0.271   0.193  0.0447 0.14  1.01 
0.572  -0.231   0.372  0.0473 0.147 0.968
0.894  -0.284   0.241  0.059  0.203 0.997
0.8    -0.338   0.506  0.0926 0.209 0.967
-0.9    -0.113   0.27   0.0592 0.148 0.953
-0.856  -0.0758  0.165  0.0207 0.122 0.989
-2.11   -0.0618  0.432  0.02   0.133 0.976
0.726  -0.273   0.349  0.0535 0.139 1.02 
-0.00879-0.203   0.392  0.0548 0.145 0.973
1.57   -0.28    0.37   0.0366 0.134 0.977
2.13   -0.288   0.216  0.0501 0.137 0.973
1.4    -0.306   0.447  0.0541 0.133 0.986
1.66   -0.336   0.297  0.0527 0.243 0.941
1.04   -0.299   0.509  0.0467 0.09871.03 
-0.541  -0.22    0.534  0.0489 0.133 0.997
-0.243  -0.191   0.417  0.0307 0.138 0.979
1.33   -0.25    0.38   0.0436 0.1   0.979
0.695  -0.25    0.395  0.0415 0.174 0.949
3.71   -0.406   0.259  0.0504 0.145 0.989
-0.778  -0.155   0.304  0.0424 0.169 0.974
-0.607  -0.0896  0.136  0.0173 0.173 0.95 
1.8    -0.304   0.199  0.0396 0.227 0.937
-0.811  -0.129   0.301  0.0274 0.139 0.99 
0.498  -0.244   0.348  0.0497 0.117 1.01 
2.43   -0.341   0.269  0.0431 0.17  0.978
-2.66   -0.0979  0.539  0.0321 0.146 1.01 
-0.623  -0.171   0.398  0.0365 0.147 0.976
-0.096  -0.152   0.228  0.0506 0.177 0.94 
-1.1    -0.192   0.552  0.0644 0.175 0.951
0.0597 -0.2     0.42   0.0455 0.135 0.969
-1.49   -0.176   0.524  0.0479 0.18  0.979
0.893  -0.313   0.533  0.057  0.156 0.99 
-1.32   -0.141   0.257  0.0577 0.165 1.02 
-0.93   -0.187   0.504  0.0529 0.14  0.991
1.53   -0.342   0.488  0.0427 0.169 0.971
0.186  -0.152   0.107  0.038  0.162 0.962
0.522  -0.228   0.259  0.0381 0.178 0.974
-0.177  -0.22    0.45   0.0432 0.184 0.955
-1.77   -0.109   0.372  0.0321 0.185 0.963
-2.18   -0.0516  0.314  0.0309 0.18  0.949
-1.29   -0.111   0.348  0.0379 0.08491.04 
2.49   -0.315   0.206  0.0475 0.163 0.968
0.977  -0.234   0.278  0.034  0.117 1    
-1.88   -0.0989  0.291  0.0635 0.173 0.99 
-2.3    -0.0858  0.366  0.0413 0.176 0.983
0.318  -0.231   0.399  0.0438 0.139 0.99 
0.713  -0.241   0.27   0.0382 0.198 0.96 
1.79   -0.269   0.285  0.0328 0.135 0.974
1.51   -0.318   0.345  0.046  0.201 0.96 
0.0302 -0.251   0.477  0.0467 0.15  0.995
-1.21   -0.139   0.368  0.0377 0.159 0.982
-3.05   -0.0564  0.458  0.0771 0.194 0.943
0.134  -0.178   0.276  0.0373 0.142 0.978
1.6    -0.297   0.399  0.0307 0.167 0.953
-0.168  -0.216   0.402  0.0529 0.187 0.96 
0.207  -0.223   0.332  0.0578 0.19  0.954
-0.462  -0.198   0.489  0.0488 0.16  0.959
-0.799  -0.155   0.359  0.0349 0.141 1    
-0.383  -0.199   0.451  0.0413 0.168 0.96 
-0.423  -0.232   0.565  0.0738 0.162 0.966
0.235  -0.19    0.25   0.0369 0.126 1    
-0.1    -0.127   0.184  0.0397 0.09391.01 
3.03   -0.375   0.233  0.0733 0.17  0.97 
-0.0958 -0.22    0.461  0.0459 0.137 0.989
0.303  -0.258   0.457  0.0522 0.166 0.99 
-0.0801 -0.231   0.453  0.0506 0.07231.07 
2.25   -0.303   0.202  0.0368 0.197 0.938
-0.902  -0.145   0.227  0.0643 0.14  1.02 
-2.6    -0.0678  0.459  0.0376 0.141 1    
-1.4    -0.127   0.304  0.0366 0.231 0.924
1.05   -0.251   0.207  0.0697 0.228 0.918
3      -0.386   0.304  0.0489 0.168 0.973
1.72   -0.286   0.155  0.0537 0.13  1.02 
-0.752  -0.206   0.526  0.0605 0.15  0.979
-0.666  -0.19    0.364  0.0503 0.13  1.04 
1.46   -0.301   0.445  0.0461 0.129 0.978
0.582  -0.242   0.366  0.0788 0.193 0.935
-0.793  -0.131   0.404  0.0294 0.128 0.971
-0.435  -0.146   0.28   0.029  0.087 1.05 
1.38   -0.347   0.492  0.0457 0.144 1    
1.87   -0.333   0.402  0.0757 0.204 0.932
-0.651  -0.146   0.379  0.0313 0.171 0.934
1.81   -0.316   0.383  0.0689 0.115 1    
-0.092  -0.252   0.315  0.0474 0.286 0.921
1.77   -0.258   0.189  0.0431 0.182 0.942
0.972  -0.225   0.357  0.0279 0.125 0.961
-1.39   -0.12    0.44   0.0438 0.101 1    
0.222  -0.235   0.494  0.0356 0.111 1.01 
0.859  -0.229   0.212  0.0591 0.196 0.941
-1      -0.165   0.425  0.0261 0.166 0.993
0.268  -0.256   0.373  0.0593 0.215 0.951
-2.07   -0.118   0.394  0.0479 0.132 1.03 
-0.187  -0.225   0.44   0.0618 0.197 0.946
0.427  -0.335   0.669  0.0983 0.128 1.02 
-0.212  -0.203   0.299  0.0466 0.137 1.02 
1.1    -0.234   0.168  0.0483 0.179 0.963
2.23   -0.303   0.275  0.0503 0.08981.02 
0.97   -0.267   0.265  0.0693 0.165 0.983
-0.615  -0.193   0.563  0.0473 0.122 0.976
1.04   -0.252   0.33   0.063  0.174 0.947
-1.02   -0.113   0.33   0.0417 0.111 0.997
-1.1    -0.115   0.347  0.032  0.09961.01 
-1.44   -0.0838  0.324  0.0191 0.124 0.996
-1.41   -0.121   0.302  0.0497 0.168 0.982
2.08   -0.286   0.193  0.0436 0.191 0.942
-0.304  -0.228   0.487  0.041  0.213 0.934
-1.97   -0.117   0.37   0.0274 0.179 0.992
-1.37   -0.178   0.529  0.0694 0.173 0.966
-1.87   -0.126   0.466  0.0514 0.09871.04 
-1      -0.198   0.525  0.0342 0.18  0.975
0.676  -0.276   0.332  0.0931 0.201 0.956
-1.43   -0.148   0.445  0.0787 0.186 0.946
2.29   -0.404   0.619  0.0787 0.105 1    
0.818  -0.249   0.333  0.038  0.234 0.911
3.41   -0.419   0.328  0.0563 0.158 0.985
0.854  -0.274   0.315  0.0762 0.176 0.98 
2.21   -0.371   0.309  0.0519 0.198 0.986
-0.258  -0.185   0.435  0.0241 0.126 0.988
0.91   -0.292   0.407  0.0567 0.225 0.928
1.23   -0.322   0.332  0.0507 0.271 0.92 
3.48   -0.426   0.305  0.0605 0.152 1    
0.598  -0.243   0.537  0.0272 0.104 0.981
1.73   -0.276   0.234  0.0533 0.195 0.931
-0.949  -0.178   0.317  0.0558 0.245 0.94 
-1.56   -0.121   0.459  0.0244 0.138 0.993
-0.645  -0.161   0.316  0.0583 0.17  0.966
0.276  -0.253   0.325  0.0582 0.166 1.01 
-0.0672 -0.182   0.318  0.0597 0.161 0.959
2.39   -0.331   0.301  0.0489 0.125 0.996
1.57   -0.264   0.253  0.0562 0.111 1.01 
3.15   -0.48    0.478  0.0514 0.261 0.936
1.74   -0.259   0.341  0.0274 0.128 0.963
-1.82   -0.126   0.42   0.0351 0.216 0.949
0.0213 -0.139   0.28   0.0393 0.119 0.96 
-0.388  -0.204   0.32   0.0604 0.244 0.927
-0.97   -0.177   0.439  0.0416 0.116 1.04 
-1.29   -0.135   0.223  0.0331 0.255 0.936
0.391  -0.195   0.329  0.0438 0.115 0.986
0.207  -0.261   0.422  0.043  0.195 0.972
-1.58   -0.141   0.531  0.0552 0.15  0.968
0.531  -0.186   0.16   0.0436 0.197 0.934
-0.903  -0.115   0.311  0.0341 0.109 1    
-0.0917 -0.232   0.47   0.0675 0.139 0.988
-2.29   -0.0355  0.303  0.0283 0.159 0.965
-0.882  -0.0688  0.233  0.0221 0.09170.99 
2.86   -0.339   0.223  0.0435 0.161 0.957
0.144  -0.256   0.368  0.0424 0.247 0.939
3.81   -0.368   0.247  0.0423 0.136 0.94 
-0.443  -0.218   0.563  0.061  0.129 0.986
0.0105 -0.24    0.326  0.0518 0.19  0.995
0.429  -0.196   0.304  0.0596 0.07161.03 
-1.09   -0.0716  0.136  0.0248 0.07781.05 
-0.23   -0.182   0.394  0.0343 0.114 1    
-0.767  -0.174   0.397  0.051  0.117 1.02 
1.13   -0.269   0.424  0.0289 0.182 0.93 
-1.33   -0.128   0.438  0.0419 0.126 0.987
-1.75   -0.033   0.22   0.031  0.141 0.964
-4.4    0.0645  0.344  0.032  0.125 1.03 
-0.74   -0.109   0.293  0.025  0.09680.997
-1.88   -0.126   0.537  0.0254 0.138 0.994
0.672  -0.172   0.153  0.0423 0.144 0.957
4.01   -0.483   0.41   0.0553 0.154 0.989
-0.921  -0.173   0.458  0.0437 0.169 0.963
0.328  -0.252   0.458  0.0553 0.14  1    
-0.661  -0.175   0.452  0.0376 0.169 0.956
-0.365  -0.245   0.489  0.0588 0.202 0.959
0.683  -0.21    0.306  0.0326 0.112 1    
1.49   -0.255   0.13   0.0538 0.144 1.01 
1.34   -0.283   0.32   0.0501 0.155 0.981
0.819  -0.257   0.268  0.0704 0.172 0.973
-0.0668 -0.177   0.228  0.0404 0.202 0.942
-2.03   -0.107   0.321  0.038  0.213 0.966
-0.487  -0.227   0.508  0.0854 0.123 1.02 
0.443  -0.274   0.536  0.0598 0.15  0.985
-3.27   -0.0406  0.392  0.0358 0.2   0.974
-0.451  -0.179   0.359  0.0344 0.144 0.99 
1.66   -0.269   0.273  0.0681 0.118 0.986
-0.00124-0.228   0.462  0.056  0.174 0.961
-1.96   -0.109   0.466  0.0407 0.2   0.929
-0.488  -0.162   0.279  0.0321 0.17  0.979
0.195  -0.188   0.276  0.0378 0.2   0.924
0.468  -0.216   0.342  0.0539 0.164 0.949
-0.431  -0.215   0.373  0.0438 0.198 0.979
-1.16   -0.114   0.314  0.0228 0.186 0.942
1.02   -0.273   0.336  0.0427 0.09181.05 
-0.634  -0.283   0.698  0.0526 0.205 0.964
1.95   -0.294   0.26   0.038  0.167 0.962
-1.41   -0.0997  0.352  0.0223 0.104 1.02 
-1.37   -0.0296  0.18   0.007280.105 0.988
0.436  -0.239   0.401  0.0625 0.191 0.927
-0.807  -0.207   0.368  0.0708 0.22  0.958
2.07   -0.307   0.112  0.0511 0.22  0.957
-0.132  -0.2     0.333  0.0334 0.188 0.965
0.484  -0.231   0.267  0.0556 0.171 0.986
-0.938  -0.168   0.409  0.0496 0.116 1.02 
-0.481  -0.183   0.325  0.0665 0.199 0.943
0.7    -0.257   0.445  0.0557 0.177 0.943
0.41   -0.208   0.259  0.0581 0.151 0.979
1.54   -0.262   0.336  0.0431 0.08761.01 
-0.32   -0.232   0.506  0.0445 0.128 1.02 
0.741  -0.253   0.303  0.0475 0.215 0.938
1.33   -0.251   0.192  0.0621 0.169 0.962
1.16   -0.252   0.276  0.0487 0.155 0.967
-0.984  -0.0781  0.128  0.0228 0.131 0.998
1.57   -0.31    0.313  0.0449 0.253 0.909
-1.52   -0.091   0.287  0.014  0.18  0.97 
-1.03   -0.164   0.301  0.0243 0.185 1.01 
1.27   -0.254   0.368  0.0321 0.09771    
-0.89   -0.152   0.178  0.0506 0.233 0.951
-1.73   -0.0685  0.222  0.0385 0.206 0.93 
0.917  -0.269   0.424  0.0406 0.17  0.951
-1.91   -0.121   0.481  0.0337 0.211 0.929
0.43   -0.268   0.395  0.0512 0.182 0.992
1.65   -0.243   0.186  0.0446 0.133 0.978
0.508  -0.266   0.329  0.0469 0.202 0.976
-1.26   -0.113   0.264  0.053  0.174 0.966
-0.124  -0.219   0.386  0.0463 0.135 1.02 
-0.833  -0.206   0.422  0.064  0.19  0.979
1.06   -0.334   0.583  0.0562 0.166 0.973
-1.9    -0.104   0.458  0.0475 0.154 0.969
-0.993  -0.0936  0.265  0.0304 0.104 0.994
0.333  -0.184   0.362  0.0272 0.09310.999
0.567  -0.324   0.521  0.0586 0.204 0.988
-0.515  -0.21    0.381  0.0552 0.192 0.976
-0.654  -0.171   0.332  0.0562 0.201 0.941
1.05   -0.261   0.273  0.0631 0.191 0.948
0.374  -0.249   0.517  0.0522 0.09631.01 
-0.817  -0.156   0.41   0.0442 0.08731.03 
-1.17   -0.119   0.41   0.0441 0.08911.01 
-1.82   -0.0746  0.268  0.0521 0.103 1.03 
2      -0.299   0.343  0.0372 0.09931.01 
2.91   -0.389   0.349  0.0807 0.168 0.96 
-0.0516 -0.203   0.437  0.0434 0.124 0.992
-0.386  -0.111   0.0841 0.0425 0.181 0.95 
-1.21   -0.115   0.295  0.0277 0.118 1.02 
-0.639  -0.133   0.386  0.0348 0.109 0.979
-0.56   -0.16    0.346  0.0297 0.16  0.972
1.54   -0.263   0.148  0.0581 0.194 0.957
-1.43   -0.102   0.295  0.0322 0.128 1    
-0.312  -0.185   0.279  0.0344 0.2   0.956
1.38   -0.28    0.259  0.0676 0.141 0.999
-3.57   -0.0494  0.518  0.0274 0.172 0.997
-1.98   -0.08    0.433  0.0379 0.14  0.975
-2.18   -0.0472  0.229  0.0447 0.156 0.989
0.513  -0.26    0.553  0.0363 0.131 0.976
1.61   -0.238   0.298  0.0258 0.11  0.976
-0.922  -0.209   0.501  0.068  0.169 0.99 
-2.51   -0.117   0.508  0.0434 0.159 1.01 
2.55   -0.386   0.362  0.0425 0.131 1.03 
-0.0387 -0.18    0.407  0.0357 0.09671    
0.679  -0.278   0.418  0.0629 0.146 1.01 
3      -0.341   0.116  0.0721 0.17  0.974
-1.19   -0.142   0.463  0.0294 0.158 0.962
-0.153  -0.11    0.208  0.0291 0.08520.997
1.31   -0.248   0.335  0.0308 0.115 0.984
-0.167  -0.171   0.218  0.0358 0.173 0.974
0.96   -0.26    0.321  0.0489 0.165 0.974
-0.691  -0.161   0.32   0.0512 0.145 0.998
4.06   -0.518   0.521  0.074  0.177 0.974
3.39   -0.366   0.158  0.0433 0.175 0.963
-0.737  -0.155   0.289  0.0782 0.132 1    
-0.737  -0.148   0.251  0.0539 0.188 0.958
1.88   -0.311   0.29   0.0477 0.165 0.967
1.74   -0.273   0.23   0.0342 0.155 0.976
1.34   -0.312   0.334  0.0581 0.183 0.985
-1.86   -0.0919  0.321  0.0458 0.201 0.947
-2.16   -0.15    0.368  0.0691 0.249 0.971
-0.368  -0.16    0.404  0.0311 0.14  0.956
-0.425  -0.216   0.554  0.0398 0.138 0.979
-1.66   -0.0371  0.39   0.0261 0.07530.983
-0.272  -0.175   0.307  0.0586 0.156 0.971
0.441  -0.172   0.123  0.0306 0.174 0.964
-3.87   -0.00433 0.5    0.0252 0.152 0.989
0.412  -0.191   0.31   0.0382 0.151 0.952
-0.0952 -0.208   0.512  0.0455 0.132 0.967
-0.0256 -0.208   0.401  0.0319 0.15  0.981
-0.156  -0.204   0.357  0.0599 0.186 0.955
0.571  -0.223   0.339  0.0392 0.155 0.967
-2.99   -0.0459  0.385  0.0402 0.175 0.977
0.0742 -0.204   0.459  0.0351 0.11  0.994
0.414  -0.187   0.238  0.0291 0.101 1.02 
-0.292  -0.231   0.502  0.038  0.16  0.973
-1.86   -0.119   0.411  0.037  0.204 0.956
-0.43   -0.148   0.287  0.0396 0.138 0.983
0.795  -0.254   0.313  0.0479 0.133 1    
0.82   -0.283   0.294  0.0607 0.218 0.965
-0.893  -0.16    0.375  0.0365 0.124 1.02 
-0.157  -0.248   0.463  0.0512 0.201 0.965
-0.191  -0.259   0.464  0.0635 0.214 0.96 
-0.176  -0.212   0.487  0.0381 0.121 1    
1.2    -0.245   0.197  0.0437 0.159 0.979
-0.794  -0.149   0.383  0.025  0.152 0.978
-0.0116 -0.247   0.491  0.0546 0.166 0.979
1.69   -0.341   0.355  0.0933 0.18  0.981
0.592  -0.215   0.382  0.0539 0.138 0.961
-0.344  -0.306   0.618  0.0613 0.286 0.916
-0.985  -0.113   0.454  0.0216 0.06931    
1.34   -0.287   0.26   0.0711 0.14  1.02 
-1.92   -0.143   0.533  0.047  0.153 0.989
1.7    -0.25    0.267  0.0311 0.111 0.985
1.29   -0.288   0.398  0.0541 0.171 0.94 
-1.41   -0.132   0.397  0.0352 0.146 0.993
-0.565  -0.188   0.416  0.0274 0.209 0.933
-0.241  -0.234   0.55   0.0466 0.12  1.01 
1.61   -0.278   0.378  0.0312 0.09741.01 
0.559  -0.233   0.252  0.041  0.172 0.99 
0.892  -0.252   0.203  0.0544 0.258 0.899
0.231  -0.213   0.414  0.0316 0.157 0.962
1.92   -0.334   0.313  0.0446 0.233 0.93 
1.23   -0.283   0.313  0.0499 0.14  1    
-3.41   -0.0245  0.502  0.0396 0.131 1    
-0.182  -0.193   0.334  0.0309 0.205 0.939
-0.552  -0.179   0.445  0.0601 0.121 0.996
0.879  -0.332   0.769  0.0529 0.06  1.03 
-1.05   -0.0607  0.205  0.019  0.117 0.972
0.419  -0.243   0.38   0.0548 0.12  1.02 
-0.673  -0.179   0.338  0.0429 0.146 1.01 
0.154  -0.249   0.557  0.0519 0.098 1.01 
1.25   -0.269   0.32   0.041  0.18  0.953
-0.352  -0.18    0.38   0.0467 0.121 1    
1.85   -0.273   0.167  0.0431 0.178 0.96 
0.51   -0.188   0.217  0.0303 0.118 1.01 
-0.79   -0.238   0.392  0.108  0.257 0.946
1.3    -0.216   0.219  0.029  0.119 0.976
-1.03   -0.156   0.455  0.0361 0.15  0.973
1.04   -0.258   0.336  0.0514 0.13  0.993
-0.916  -0.122   0.36   0.0384 0.116 0.992
-0.357  -0.153   0.326  0.039  0.09  1.01 
1.8    -0.322   0.423  0.0367 0.05561.07 
-0.763  -0.167   0.356  0.0396 0.118 1.04 
0.205  -0.254   0.527  0.0444 0.16  0.972
-0.0349 -0.255   0.494  0.0448 0.178 0.983
0.804  -0.266   0.423  0.0319 0.109 1.02 
1.45   -0.247   0.199  0.0479 0.137 0.99 
-0.313  -0.236   0.369  0.0306 0.22  0.971
-2.31   -0.0626  0.3    0.0388 0.138 1.02 
-2.25   -0.0427  0.355  0.0388 0.161 0.945
-0.398  -0.222   0.363  0.0628 0.248 0.919
0.633  -0.305   0.514  0.0658 0.154 0.998
1.3    -0.27    0.304  0.0305 0.183 0.949
-0.921  -0.171   0.419  0.0404 0.156 0.99 
-0.804  -0.251   0.51   0.06   0.233 0.967
-1.14   -0.178   0.427  0.0368 0.145 1.02 
-0.956  -0.0841  0.269  0.0358 0.07661.01 
0.604  -0.265   0.349  0.0471 0.244 0.925
0.541  -0.256   0.381  0.0579 0.218 0.922
0.933  -0.264   0.34   0.0666 0.17  0.97 
1.32   -0.256   0.317  0.0576 0.16  0.956
-0.363  -0.184   0.376  0.0593 0.128 0.997
-0.15   -0.272   0.32   0.0499 0.342 0.893
1.6    -0.279   0.337  0.0343 0.173 0.942
0.937  -0.231   0.267  0.0502 0.145 0.983
-1.15   -0.136   0.341  0.0399 0.164 0.972
-0.47   -0.165   0.282  0.0401 0.184 0.95 
1.13   -0.27    0.352  0.0383 0.145 0.99 
0.395  -0.202   0.395  0.0432 0.106 0.993
-1.51   -0.158   0.539  0.056  0.141 0.993
-0.146  -0.202   0.32   0.0329 0.142 1.01 
-1.63   -0.167   0.513  0.0852 0.178 0.967
-1.09   -0.159   0.364  0.0467 0.173 0.973
2.16   -0.299   0.401  0.0437 0.157 0.924
3.06   -0.403   0.498  0.0485 0.142 0.957
-2.69   -0.0533  0.408  0.0251 0.179 0.969
-1.41   -0.072   0.369  0.0174 0.09450.995
1.04   -0.209   0.214  0.0557 0.153 0.955
-2.24   -0.13    0.452  0.0432 0.241 0.943
1.83   -0.34    0.344  0.074  0.19  0.959
2.15   -0.323   0.3    0.0606 0.135 0.985
-1.83   -0.0802  0.286  0.0325 0.166 0.976
1.17   -0.207   0.136  0.0363 0.152 0.962
0.123  -0.259   0.363  0.0476 0.195 0.998
1.53   -0.321   0.383  0.0689 0.194 0.953
-0.113  -0.122   0.171  0.0309 0.107 0.994
-4.61   -0.00226 0.665  0.0456 0.173 0.963
1.6    -0.25    0.212  0.0549 0.164 0.955
-1.08   -0.156   0.393  0.0384 0.174 0.975
-0.207  -0.222   0.299  0.0564 0.243 0.947
0.0452 -0.27    0.472  0.0577 0.156 1.02 
-2.53   -0.088   0.263  0.0355 0.297 0.909
1.24   -0.301   0.34   0.0383 0.23  0.929
1.74   -0.343   0.444  0.0729 0.182 0.954
-0.204  -0.201   0.481  0.046  0.122 0.988
-0.246  -0.149   0.25   0.0706 0.106 1    
0.238  -0.239   0.367  0.0358 0.209 0.95 
-1.13   -0.0972  0.315  0.0343 0.112 0.994
-1.01   -0.171   0.423  0.0506 0.145 1    
-0.944  -0.205   0.551  0.0581 0.146 0.999
-1.27   -0.102   0.301  0.0507 0.161 0.957
-1.53   -0.116   0.384  0.0339 0.156 0.981
2.46   -0.344   0.232  0.0452 0.171 0.985
0.849  -0.196   0.288  0.0303 0.07191.01 
0.0987 -0.201   0.221  0.0634 0.218 0.933
1.37   -0.29    0.308  0.0688 0.199 0.94 
-0.0559 -0.178   0.24   0.0474 0.156 0.984
0.723  -0.287   0.559  0.0394 0.149 0.976
0.881  -0.292   0.414  0.0528 0.206 0.948
-1.22   -0.16    0.388  0.0464 0.182 0.976
0.0834 -0.28    0.57   0.0405 0.233 0.932
0.711  -0.293   0.479  0.0669 0.159 0.981
-1.03   -0.13    0.383  0.0521 0.134 0.973
0.809  -0.3     0.522  0.0621 0.222 0.909
2.25   -0.338   0.429  0.0588 0.08841.01 
0.658  -0.223   0.259  0.0475 0.196 0.94 
0.598  -0.204   0.179  0.0763 0.19  0.938
-1.73   -0.11    0.445  0.061  0.166 0.96 
-1.29   -0.136   0.405  0.0486 0.137 1    
-1.03   -0.189   0.425  0.0561 0.221 0.941
1.19   -0.234   0.219  0.0569 0.173 0.953
-3.44   -0.0241  0.455  0.05   0.203 0.931
-0.579  -0.141   0.199  0.0692 0.149 0.982
1.58   -0.245   0.227  0.0365 0.119 0.995
0.0948 -0.227   0.344  0.0469 0.174 0.982
-1.32   -0.114   0.299  0.041  0.165 0.972
-0.316  -0.218   0.415  0.0614 0.138 1.01 
-1.15   -0.125   0.297  0.04   0.201 0.941
-0.741  -0.194   0.384  0.078  0.19  0.97 
0.582  -0.258   0.299  0.0759 0.141 1.02 
0.458  -0.203   0.301  0.0338 0.122 1    
0.651  -0.221   0.434  0.029  0.07531.01 
0.351  -0.177   0.275  0.0263 0.113 0.985
-0.876  -0.169   0.394  0.0496 0.163 0.984
-0.0892 -0.155   0.187  0.0188 0.172 0.974
2.16   -0.349   0.32   0.0732 0.125 1.02 
-1.96   -0.0987  0.467  0.0436 0.141 0.979
0.555  -0.263   0.321  0.067  0.152 1.02 
-1.11   -0.126   0.403  0.0297 0.112 0.998
0.312  -0.229   0.361  0.0448 0.204 0.939
1.59   -0.359   0.499  0.0538 0.198 0.966
1.23   -0.252   0.283  0.0786 0.121 0.991
0.795  -0.258   0.356  0.059  0.156 0.989
-0.13   -0.116   0.236  0.023  0.08761    
-0.0548 -0.18    0.241  0.058  0.132 0.998
1.28   -0.298   0.354  0.0465 0.168 0.985
-0.784  -0.0979  0.203  0.0325 0.156 0.96 
0.772  -0.172   0.166  0.0392 0.09650.998
0.763  -0.189   0.211  0.0359 0.113 1    
0.292  -0.236   0.488  0.0419 0.125 0.987
0.83   -0.206   0.307  0.0304 0.112 0.988
-0.783  -0.133   0.371  0.0387 0.08491.01 
-0.327  -0.141   0.306  0.0249 0.09760.998
-2.03   -0.135   0.472  0.0316 0.196 0.977
0.0997 -0.235   0.389  0.0319 0.148 1.01 
-0.859  -0.114   0.249  0.0313 0.156 0.964
1.29   -0.321   0.428  0.0653 0.113 1.03 
1.49   -0.258   0.151  0.0428 0.139 1.01 
-0.375  -0.151   0.281  0.0586 0.134 0.979
0.879  -0.292   0.251  0.0956 0.213 0.98 
0.657  -0.256   0.368  0.0644 0.165 0.974
-0.473  -0.201   0.493  0.0539 0.09851.02 
-0.468  -0.196   0.398  0.0626 0.157 0.982
-0.431  -0.21    0.347  0.0597 0.18  0.987
2.77   -0.382   0.49   0.0562 0.127 0.979
1.7    -0.272   0.298  0.0483 0.115 0.987
0.555  -0.273   0.385  0.0511 0.123 1.04 
-1.88   -0.151   0.412  0.0561 0.209 0.982
2.49   -0.346   0.312  0.0651 0.162 0.961
0.543  -0.262   0.418  0.056  0.212 0.929
1.42   -0.24    0.114  0.0425 0.204 0.943
-0.79   -0.157   0.269  0.0525 0.179 0.977
0.143  -0.211   0.377  0.0298 0.06141.06 
0.0254 -0.233   0.387  0.0846 0.196 0.947
1.17   -0.258   0.326  0.0415 0.159 0.963
-0.503  -0.243   0.376  0.102  0.239 0.951
2.3    -0.305   0.25   0.0574 0.179 0.929
1.49   -0.222   0.195  0.0245 0.147 0.955
2.37   -0.334   0.283  0.0382 0.159 0.981
2.36   -0.308   0.278  0.0611 0.111 0.993
-0.593  -0.202   0.465  0.0605 0.191 0.943
2.33   -0.301   0.289  0.0395 0.135 0.968
-0.804  -0.0961  0.231  0.0275 0.131 0.979
-0.373  -0.152   0.386  0.015  0.12  0.989
3.04   -0.337   0.238  0.0423 0.179 0.924
1.92   -0.311   0.242  0.0427 0.176 0.985
-0.623  -0.177   0.415  0.0706 0.137 0.98 
-2.56   -0.0774  0.378  0.0279 0.163 1    
-1.66   -0.0723  0.288  0.0339 0.163 0.965
1.54   -0.329   0.34   0.0854 0.201 0.966
-0.575  -0.174   0.368  0.0316 0.174 0.972
-1.58   -0.113   0.459  0.0347 0.135 0.982
-0.882  -0.153   0.328  0.0418 0.09481.05 
0.975  -0.28    0.311  0.0348 0.155 1.02 
-1.83   -0.0501  0.183  0.0298 0.163 0.973
-1.18   -0.148   0.442  0.042  0.14  0.987
-0.0253 -0.142   0.208  0.0351 0.144 0.972
1.03   -0.271   0.283  0.0523 0.219 0.939
0.506  -0.206   0.274  0.0334 0.156 0.965
-0.908  -0.221   0.537  0.0369 0.19  0.98 
0.292  -0.204   0.323  0.0421 0.171 0.959
0.94   -0.312   0.474  0.0466 0.223 0.927
-2.67   -0.0006240.229  0.0788 0.107 0.998
-0.179  -0.223   0.4    0.0424 0.22  0.938
1.44   -0.345   0.428  0.0598 0.184 0.99 
0.125  -0.193   0.281  0.0499 0.136 0.998
-1.16   -0.0959  0.173  0.0314 0.141 1.01 
0.154  -0.175   0.245  0.0343 0.161 0.958
-0.0336 -0.156   0.284  0.0231 0.103 1.01 
-1.56   -0.101   0.306  0.0355 0.144 1.01 
-1.35   -0.0917  0.457  0.0246 0.06161.02 
-0.965  -0.124   0.331  0.04   0.187 0.931
-2.06   -0.135   0.456  0.0559 0.227 0.943
0.107  -0.176   0.37   0.0445 0.14  0.946
-0.424  -0.159   0.332  0.031  0.118 1.01 
0.808  -0.259   0.414  0.0313 0.101 1.02 
-0.838  -0.139   0.292  0.044  0.218 0.913
-2.16   -0.079   0.412  0.029  0.157 0.977
0.102  -0.199   0.275  0.038  0.185 0.96 
1.15   -0.239   0.219  0.0326 0.169 0.966
-2.04   -0.163   0.547  0.0714 0.208 0.946
-1.18   -0.162   0.35   0.0304 0.188 0.987
0.287  -0.196   0.198  0.0436 0.203 0.943
0.738  -0.231   0.237  0.0519 0.152 0.985
-0.936  -0.175   0.384  0.0476 0.192 0.961
1.19   -0.244   0.184  0.0415 0.184 0.967
1.9    -0.371   0.525  0.0608 0.171 0.966
-1.3    -0.136   0.356  0.0524 0.153 0.983
-0.114  -0.224   0.452  0.0423 0.19  0.942
-0.868  -0.252   0.502  0.0476 0.226 0.989
-1.32   -0.137   0.29   0.058  0.193 0.966
1.45   -0.265   0.19   0.0464 0.243 0.902
1.12   -0.242   0.274  0.0485 0.117 0.997
1.09   -0.179   0.176  0.0362 0.11  0.974
-1.16   -0.0971  0.379  0.0403 0.136 0.946
2.04   -0.267   0.257  0.0467 0.107 0.983
0.206  -0.195   0.422  0.0414 0.13  0.959
-1.39   -0.112   0.22   0.0327 0.197 0.967
0.61   -0.141   0.0657 0.0287 0.108 0.995
1.8    -0.41    0.528  0.0941 0.138 1.04 
-0.998  -0.119   0.391  0.0416 0.08621.01 
1.25   -0.255   0.299  0.0669 0.15  0.972
2.02   -0.338   0.397  0.0553 0.175 0.954
1.87   -0.288   0.269  0.0338 0.201 0.92 
1.66   -0.284   0.388  0.0369 0.136 0.971
-0.309  -0.245   0.503  0.0439 0.18  0.985
0.789  -0.253   0.298  0.0566 0.175 0.974
0.199  -0.173   0.415  0.0464 0.04661.01 
-0.504  -0.157   0.315  0.0316 0.155 0.976
-1.74   -0.161   0.576  0.0372 0.116 1.03 
-0.43   -0.171   0.394  0.0445 0.06941.04 
1.61   -0.357   0.502  0.0592 0.141 1.01 
-0.548  -0.165   0.396  0.0297 0.157 0.962
-0.662  -0.198   0.474  0.0835 0.116 1    
-1.03   -0.158   0.498  0.0247 0.139 0.981
-1.14   -0.0751  0.204  0.0413 0.11  0.995
0.871  -0.246   0.342  0.0355 0.144 0.984
0.151  -0.275   0.53   0.0927 0.157 0.98 
-1.04   -0.178   0.391  0.0552 0.153 1.01 
-1.77   -0.143   0.475  0.0468 0.214 0.938
-2.44   -0.0818  0.498  0.0396 0.116 1.01 
0.691  -0.237   0.217  0.0363 0.187 0.977
-1.21   -0.116   0.306  0.0354 0.16  0.967
1.41   -0.307   0.563  0.0359 0.065 1.03 
-1.19   -0.176   0.324  0.0451 0.166 1.04 
-0.787  -0.128   0.313  0.0435 0.149 0.962
-0.818  -0.0819  0.251  0.0279 0.07171.01 
0.881  -0.186   0.278  0.0351 0.05151.02 
-0.332  -0.209   0.484  0.0492 0.148 0.978
0.185  -0.209   0.241  0.0353 0.209 0.951
0.202  -0.343   0.678  0.0515 0.194 0.999
-1.04   -0.107   0.302  0.024  0.105 1.01 
0.648  -0.22    0.333  0.0605 0.02771.08 
2.93   -0.357   0.242  0.0886 0.164 0.949
0.5    -0.244   0.411  0.0573 0.149 0.971
0.869  -0.279   0.44   0.049  0.106 1.02 
-0.798  -0.14    0.319  0.0618 0.157 0.963
2.32   -0.268   0.148  0.0281 0.197 0.912
-1.31   -0.134   0.472  0.0194 0.112 1.01 
0.874  -0.236   0.299  0.0397 0.185 0.944
0.948  -0.346   0.496  0.0495 0.263 0.929
-0.155  -0.22    0.524  0.0368 0.133 0.984
1.63   -0.313   0.268  0.049  0.204 0.961
0.132  -0.292   0.499  0.0594 0.219 0.949
-0.139  -0.187   0.449  0.0377 0.08951    
-0.335  -0.2     0.417  0.0524 0.166 0.964
-0.718  -0.175   0.435  0.0434 0.136 0.989
-1.77   -0.104   0.336  0.0603 0.187 0.951
-0.564  -0.109   0.226  0.0275 0.1   1.01 
-1.41   -0.121   0.494  0.0271 0.06791.04 
0.616  -0.22    0.313  0.0309 0.153 0.976
1.25   -0.323   0.565  0.0509 0.145 0.973
-0.924  -0.135   0.408  0.0452 0.11  0.995
-0.616  -0.181   0.388  0.0572 0.167 0.975
1.62   -0.362   0.379  0.0898 0.203 0.983
-1.43   -0.13    0.424  0.0532 0.134 0.998
-1.03   -0.188   0.486  0.0399 0.176 0.971
-1.68   -0.138   0.515  0.05   0.145 0.983
-0.306  -0.139   0.258  0.0129 0.141 0.983
-1.67   -0.0662  0.382  0.0288 0.143 0.948
1.33   -0.274   0.326  0.0385 0.14  0.987
0.548  -0.166   0.187  0.0282 0.09831    
0.0952 -0.197   0.306  0.0166 0.147 0.99 
0.793  -0.291   0.495  0.0558 0.158 0.98 
1.39   -0.347   0.359  0.0657 0.173 1.02 
0.438  -0.248   0.427  0.049  0.107 1.02 
0.239  -0.155   0.16   0.0445 0.133 0.981
-2.12   -0.139   0.443  0.0412 0.248 0.935
0.498  -0.19    0.211  0.0513 0.146 0.974
-1.56   -0.114   0.379  0.0418 0.135 0.992
0.489  -0.199   0.207  0.0322 0.127 1.02 
-1.38   -0.143   0.41   0.0537 0.169 0.97 
-2.67   -0.0495  0.444  0.0348 0.098 1.02 
-2      -0.112   0.442  0.0546 0.194 0.946
-1.43   -0.132   0.392  0.0438 0.138 1    
-0.913  -0.21    0.586  0.0521 0.142 0.985
0.839  -0.28    0.38   0.0568 0.189 0.965
1.77   -0.25    0.248  0.0354 0.131 0.97 
-1.25   -0.129   0.361  0.0575 0.134 0.995
-1.81   -0.112   0.484  0.0275 0.107 1.01 
2.72   -0.377   0.358  0.0432 0.175 0.967
0.199  -0.229   0.38   0.0448 0.135 1.01 
-1.35   -0.169   0.436  0.0517 0.178 0.977
1.07   -0.247   0.135  0.0516 0.154 1.02 
-1.05   -0.165   0.307  0.0481 0.207 0.969
-0.0873 -0.256   0.504  0.0709 0.18  0.957
2.11   -0.346   0.5    0.0655 0.187 0.911
-0.168  -0.183   0.25   0.0344 0.166 0.981
-0.066  -0.209   0.288  0.0587 0.156 1    
0.647  -0.199   0.262  0.0332 0.121 1    
0.731  -0.225   0.276  0.0336 0.167 0.963
-0.114  -0.208   0.396  0.0339 0.151 0.992
0.681  -0.19    0.304  0.0309 0.116 0.967
-0.238  -0.208   0.354  0.04   0.158 1    
-2.07   -0.0954  0.464  0.024  0.09891.03 
1.45   -0.287   0.189  0.049  0.175 0.992
-0.591  -0.218   0.514  0.0592 0.148 0.988
1.27   -0.307   0.428  0.0551 0.223 0.915
-0.45   -0.205   0.422  0.0241 0.14  1.01 
-0.847  -0.113   0.248  0.0329 0.08281.04 
-0.321  -0.221   0.329  0.0841 0.129 1.05 
-2.93   -0.0258  0.315  0.0319 0.131 1.02 
2.72   -0.355   0.284  0.0417 0.22  0.923
0.116  -0.262   0.594  0.034  0.167 0.959
0.121  -0.264   0.575  0.0408 0.147 0.981
0.278  -0.209   0.345  0.0387 0.164 0.959
-0.194  -0.223   0.324  0.0661 0.181 0.987
2.27   -0.348   0.231  0.0427 0.157 1.02 
1.03   -0.255   0.394  0.0204 0.136 0.983
0.389  -0.235   0.37   0.0417 0.182 0.96 
-0.98   -0.131   0.438  0.0374 0.08271.01 
-2.96   -0.0617  0.36   0.0451 0.241 0.929
-0.24   -0.184   0.311  0.0426 0.157 0.989
0.114  -0.221   0.476  0.0526 0.124 0.981
0.938  -0.277   0.259  0.0585 0.188 0.985
0.142  -0.223   0.297  0.0718 0.199 0.963
-1.97   -0.0992  0.486  0.0342 0.163 0.955
-0.239  -0.22    0.5    0.0482 0.117 1    
-1.89   -0.152   0.53   0.0566 0.201 0.956
0.304  -0.222   0.317  0.046  0.202 0.944
1.17   -0.225   0.154  0.0369 0.175 0.962
3.41   -0.464   0.517  0.0518 0.157 0.989
-0.22   -0.149   0.247  0.0446 0.189 0.926
-1.97   -0.109   0.412  0.0546 0.174 0.966
-0.93   -0.179   0.317  0.0807 0.09931.07 
-0.286  -0.187   0.355  0.0418 0.08051.05 
-0.0283 -0.228   0.399  0.0376 0.226 0.929
-0.671  -0.139   0.386  0.0333 0.121 0.977
1.87   -0.329   0.326  0.0498 0.175 0.986
0.592  -0.285   0.471  0.088  0.17  0.98 
-0.0331 -0.145   0.181  0.0245 0.169 0.959
0.212  -0.212   0.215  0.0482 0.181 0.991
-1.55   -0.187   0.477  0.0628 0.159 1.02 
1.77   -0.335   0.244  0.0681 0.244 0.948
0.96   -0.3     0.429  0.039  0.228 0.936
2.18   -0.314   0.327  0.042  0.09671.02 
1.62   -0.309   0.363  0.0385 0.171 0.968
-0.826  -0.0593  0.151  0.0214 0.141 0.949
-0.173  -0.207   0.453  0.044  0.107 1.01 
0.584  -0.265   0.463  0.0533 0.157 0.97 
1.16   -0.278   0.294  0.0565 0.155 0.991
-0.13   -0.2     0.163  0.0816 0.207 0.98 
-1.8    -0.177   0.46   0.0531 0.264 0.931
-0.81   -0.167   0.455  0.0329 0.111 1.01 
0.345  -0.231   0.279  0.047  0.138 1.02 
-0.233  -0.215   0.423  0.0394 0.2   0.942
2.31   -0.28    0.143  0.0334 0.148 0.973
-0.517  -0.158   0.315  0.0449 0.136 0.996
-0.655  -0.144   0.317  0.0407 0.109 1.01 
3.54   -0.374   0.299  0.0432 0.172 0.928
-1.77   -0.108   0.306  0.0291 0.192 0.975
-0.202  -0.259   0.442  0.0771 0.232 0.945
0.466  -0.215   0.318  0.0342 0.189 0.941
-1.22   -0.139   0.305  0.0428 0.218 0.944
-1.83   -0.123   0.493  0.0526 0.154 0.977
0.0682 -0.206   0.286  0.042  0.171 0.988
-0.98   -0.177   0.266  0.0365 0.253 0.956
2.31   -0.317   0.248  0.0468 0.157 0.976
-1.02   -0.12    0.131  0.061  0.136 1.04 
0.0463 -0.215   0.265  0.0302 0.215 0.962
1.11   -0.326   0.359  0.0646 0.229 0.957
0.324  -0.201   0.387  0.0221 0.129 0.971
0.238  -0.212   0.271  0.0356 0.124 1.02 
-0.332  -0.22    0.559  0.0355 0.07061.05 
-0.496  -0.169   0.387  0.0381 0.162 0.96 
-2      -0.0941  0.404  0.0475 0.168 0.961
0.103  -0.183   0.198  0.0244 0.183 0.973
0.876  -0.259   0.367  0.05   0.193 0.93 
0.391  -0.191   0.213  0.0355 0.173 0.959
1.19   -0.225   0.247  0.0283 0.08911.02 
-0.773  -0.203   0.477  0.059  0.135 1.01 
-0.0148 -0.179   0.266  0.0511 0.102 1.03 
-2.34   -0.0476  0.408  0.0391 0.06581.04 
-0.298  -0.161   0.369  0.0293 0.157 0.951
-2.33   -0.115   0.496  0.0691 0.196 0.951
0.472  -0.291   0.388  0.0648 0.175 1.02 
0.533  -0.265   0.344  0.0681 0.205 0.961
-1.26   -0.098   0.236  0.0378 0.15  0.99 
1.68   -0.279   0.286  0.0374 0.228 0.894
-0.391  -0.2     0.35   0.0555 0.131 1.02 
-0.869  -0.0958  0.232  0.0474 0.125 0.979
-0.741  -0.136   0.253  0.0396 0.211 0.931
1.44   -0.327   0.378  0.0567 0.169 0.988
0.01   -0.195   0.386  0.037  0.138 0.977
-0.635  -0.112   0.264  0.0294 0.07571.02 
-0.956  -0.27    0.867  0.0541 0.14  0.987
-2.8    -0.0573  0.344  0.0318 0.186 0.985
0.499  -0.231   0.422  0.0558 0.131 0.98 
-1.69   -0.086   0.431  0.0308 0.086 1.02 
1.68   -0.308   0.396  0.056  0.08731.03 
-2.45   -0.0608  0.407  0.0455 0.152 0.977
2.23   -0.409   0.528  0.0679 0.236 0.928
0.159  -0.204   0.275  0.0333 0.173 0.976
1.58   -0.288   0.292  0.0588 0.06171.07 
0.634  -0.229   0.423  0.0455 0.131 0.961
-0.348  -0.27    0.657  0.0594 0.153 0.992
-0.374  -0.182   0.181  0.0569 0.227 0.958
-1.26   -0.182   0.557  0.0473 0.143 0.991
-0.565  -0.156   0.356  0.0451 0.122 1    
-1.07   -0.115   0.261  0.0306 0.124 1.02 
-3.42   -0.0919  0.611  0.0335 0.211 0.96 
-2.16   -0.104   0.449  0.0537 0.131 1.01 
0.564  -0.271   0.578  0.0452 0.139 0.969
-1.93   -0.0522  0.281  0.0316 0.136 0.978
1.18   -0.299   0.455  0.0454 0.135 0.994
2.9    -0.387   0.292  0.0731 0.215 0.937
-0.118  -0.207   0.352  0.045  0.221 0.924
-0.986  -0.13    0.337  0.0291 0.129 1    
0.92   -0.184   0.0944 0.0307 0.136 0.989
1.51   -0.327   0.352  0.0716 0.219 0.938
0.563  -0.23    0.43   0.0444 0.103 0.999
-2.56   -0.0541  0.329  0.0454 0.181 0.962
-0.274  -0.244   0.514  0.0437 0.276 0.882
-0.295  -0.17    0.258  0.0431 0.161 0.977
-0.216  -0.141   0.188  0.0286 0.169 0.963
-1.36   -0.169   0.586  0.0422 0.09981.03 
2.28   -0.35    0.347  0.063  0.147 1    
0.301  -0.231   0.264  0.0805 0.131 1.01 
1.08   -0.298   0.473  0.0676 0.076 1.04 
-0.557  -0.219   0.282  0.0491 0.242 0.968
1.02   -0.283   0.402  0.0438 0.188 0.949
2.33   -0.337   0.251  0.0506 0.211 0.938
0.309  -0.253   0.408  0.0705 0.13  1.01 
0.712  -0.154   0.0705 0.0221 0.162 0.951
-0.487  -0.124   0.28   0.0409 0.06241.04 
-1.34   -0.135   0.234  0.0678 0.214 0.974
0.526  -0.191   0.283  0.0325 0.09041.01 
-0.315  -0.216   0.504  0.0538 0.104 1.02 
0.288  -0.198   0.245  0.0301 0.178 0.963
0.0264 -0.206   0.376  0.0369 0.109 1.02 
-0.735  -0.203   0.385  0.0785 0.186 0.978
0.0463 -0.179   0.36   0.0288 0.09551.01 
-0.287  -0.299   0.667  0.0958 0.156 1    
1.26   -0.325   0.405  0.0679 0.177 0.975
1.01   -0.264   0.399  0.0511 0.05841.05 
1.23   -0.28    0.319  0.0559 0.132 1.01 
1.04   -0.226   0.311  0.03   0.123 0.981
-1.66   -0.106   0.338  0.0523 0.161 0.983
-0.975  -0.18    0.453  0.0574 0.164 0.979
-2.91   -0.0585  0.359  0.0644 0.23  0.941
-1.8    -0.115   0.483  0.033  0.118 1.01 
-0.553  -0.125   0.331  0.0276 0.16  0.924
0.769  -0.218   0.254  0.0383 0.14  0.988
-1.45   -0.147   0.526  0.0329 0.141 0.989
-0.16   -0.152   0.082  0.0371 0.206 0.967
0.223  -0.291   0.428  0.0759 0.239 0.953
-1.1    -0.155   0.36   0.0396 0.181 0.977
-0.262  -0.127   0.149  0.0479 0.164 0.962
2.8    -0.368   0.234  0.0618 0.13  1.01 
1.61   -0.25    0.39   0.0294 0.176 0.898
-0.396  -0.174   0.367  0.0377 0.138 0.983
-1.13   -0.0995  0.332  0.0214 0.146 0.958
1.4    -0.23    0.238  0.0444 0.125 0.976
-1.24   -0.185   0.405  0.0577 0.211 0.968
0.435  -0.248   0.28   0.0544 0.16  1.01 
-1.33   -0.146   0.439  0.0223 0.196 0.957
1.42   -0.303   0.216  0.0839 0.198 0.976
2.03   -0.361   0.376  0.0965 0.193 0.96 
1.45   -0.295   0.283  0.0421 0.185 0.97 
0.564  -0.231   0.434  0.0463 0.112 0.987
-0.653  -0.102   0.116  0.0275 0.124 1.01 
-0.169  -0.21    0.517  0.0212 0.158 0.96 
-2.58   -0.0571  0.414  0.0467 0.176 0.955
0.275  -0.191   0.296  0.0317 0.198 0.919
-1.59   -0.0585  0.288  0.0421 0.07211.03 
-1.22   -0.0537  0.105  0.0282 0.119 1    
0.367  -0.246   0.429  0.041  0.103 1.03 
2.09   -0.325   0.377  0.0291 0.187 0.931
-0.867  -0.147   0.423  0.0527 0.165 0.934
2.38   -0.326   0.273  0.0406 0.192 0.937
0.353  -0.246   0.315  0.0642 0.216 0.952
3.18   -0.403   0.344  0.048  0.192 0.954
-1.02   -0.211   0.562  0.0473 0.172 0.974
3.31   -0.367   0.25   0.0532 0.153 0.964
1.96   -0.296   0.23   0.0736 0.185 0.931
0.936  -0.276   0.453  0.0741 0.16  0.949
1.7    -0.343   0.363  0.0899 0.235 0.933
-1.24   -0.209   0.473  0.0504 0.187 1.01 
0.352  -0.225   0.256  0.0378 0.215 0.953
-1.26   -0.103   0.232  0.0421 0.185 0.957
-0.431  -0.194   0.42   0.0598 0.129 1    
-1.33   -0.0446  0.289  0.0112 0.09690.975
2.69   -0.341   0.308  0.0398 0.142 0.974
-0.563  -0.2     0.361  0.0501 0.159 1.01 
-0.638  -0.152   0.257  0.0439 0.187 0.963
-1.15   -0.12    0.345  0.0363 0.156 0.969
0.276  -0.263   0.51   0.0491 0.24  0.894
0.202  -0.252   0.385  0.0668 0.203 0.954
-0.623  -0.252   0.408  0.0638 0.299 0.906
-1.93   -0.119   0.548  0.0366 0.147 0.974
0.135  -0.229   0.41   0.045  0.159 0.978
-0.972  -0.153   0.246  0.0542 0.2   0.972
1.54   -0.225   0.164  0.0187 0.169 0.937
0.645  -0.285   0.51   0.0529 0.145 0.999
-0.765  -0.182   0.506  0.0522 0.135 0.982
-0.793  -0.149   0.354  0.0412 0.119 1.01 
0.373  -0.197   0.239  0.025  0.165 0.973
-0.535  -0.174   0.48   0.0362 0.101 1    
-1.4    -0.121   0.286  0.0627 0.19  0.955
-1.35   -0.18    0.596  0.051  0.147 0.983
-2.11   -0.101   0.447  0.0207 0.155 0.998
2.47   -0.378   0.344  0.0609 0.161 1    
3.42   -0.357   0.15   0.0362 0.145 0.984
0.656  -0.184   0.359  0.0361 0.04361.03 
0.312  -0.248   0.404  0.0467 0.137 1.01 
-0.775  -0.167   0.417  0.0394 0.146 0.982
-1.3    -0.094   0.266  0.0362 0.154 0.976
1.35   -0.326   0.392  0.0668 0.241 0.918
0.816  -0.276   0.419  0.0382 0.138 0.998
-0.526  -0.231   0.553  0.0356 0.12  1.02 
0.172  -0.192   0.21   0.0889 0.198 0.927
-1.39   -0.139   0.418  0.0496 0.186 0.953
0.0186 -0.164   0.342  0.0353 0.07451.02 
0.619  -0.245   0.401  0.0608 0.08761.03 
-1.8    -0.191   0.48   0.102  0.25  0.949
-0.0119 -0.284   0.352  0.0781 0.27  0.95 
-0.657  -0.154   0.347  0.0394 0.155 0.967
0.763  -0.189   0.265  0.0298 0.1   1    
-1.04   -0.189   0.406  0.0735 0.194 0.97 
-1.73   -0.128   0.247  0.0731 0.2   0.993
-2.67   -0.0304  0.275  0.0242 0.226 0.929
0.626  -0.177   0.166  0.0327 0.14  0.973
-0.137  -0.172   0.354  0.0418 0.137 0.969
-1.31   -0.135   0.46   0.051  0.139 0.978
-1.16   -0.159   0.51   0.0506 0.159 0.969
2.76   -0.452   0.431  0.11   0.163 1.02 
-0.206  -0.255   0.466  0.0623 0.155 1.01 
2.27   -0.279   0.293  0.0444 0.07161    
0.103  -0.256   0.581  0.0579 0.116 1    
-1.53   -0.154   0.491  0.0391 0.114 1.04 
0.192  -0.267   0.538  0.0455 0.154 0.995
1.5    -0.3     0.525  0.0457 0.09581    
-1.33   -0.0692  0.066  0.0391 0.201 0.952
0.115  -0.23    0.399  0.0691 0.143 0.996
1.55   -0.29    0.237  0.0384 0.201 0.959
1.13   -0.214   0.266  0.0314 0.09441    
1.43   -0.264   0.414  0.0464 0.119 0.961
-2.08   -0.0681  0.412  0.0244 0.07141.04 
0.734  -0.229   0.347  0.0385 0.154 0.96 
-2.75   -0.0514  0.413  0.037  0.164 0.974
2.15   -0.283   0.175  0.0335 0.177 0.953
-1      -0.115   0.195  0.0583 0.193 0.944
-0.281  -0.195   0.428  0.0732 0.142 0.966
0.493  -0.212   0.341  0.0317 0.163 0.956
-0.727  -0.247   0.642  0.109  0.134 0.997
-0.844  -0.186   0.44   0.0424 0.164 0.987
1.07   -0.244   0.231  0.0385 0.121 1.01 
-0.677  -0.207   0.486  0.0766 0.108 1.02 
-0.874  -0.201   0.506  0.0462 0.09021.06 
0.427  -0.173   0.185  0.034  0.164 0.955
-0.112  -0.264   0.47   0.0204 0.194 0.992
0.13   -0.192   0.204  0.0581 0.157 0.984
-1.1    -0.153   0.404  0.0346 0.203 0.94 
-0.0777 -0.202   0.38   0.0517 0.119 1.01 
-1.76   -0.132   0.312  0.0374 0.167 1.02 
-0.759  -0.148   0.273  0.0398 0.149 1.01 
1.31   -0.347   0.505  0.0463 0.202 0.97 
-0.229  -0.246   0.441  0.0481 0.143 1.03 
-0.276  -0.172   0.358  0.0383 0.154 0.969
-2.85   -0.0362  0.315  0.0413 0.173 0.98 
-1.71   -0.107   0.308  0.0349 0.138 1.03 
0.977  -0.252   0.309  0.0478 0.222 0.911
1.05   -0.306   0.387  0.0499 0.236 0.926
-0.887  -0.123   0.33   0.0208 0.165 0.953
-1.6    -0.121   0.484  0.031  0.07341.04 
0.0732 -0.158   0.291  0.0396 0.07911.02 
0.0866 -0.188   0.271  0.0287 0.186 0.961
-1.05   -0.211   0.557  0.0588 0.156 1    
2.41   -0.312   0.179  0.0351 0.212 0.926
1.1    -0.246   0.239  0.0513 0.191 0.944
0.0575 -0.176   0.252  0.0408 0.133 0.995
1.78   -0.323   0.32   0.0418 0.267 0.892
0.788  -0.235   0.297  0.0592 0.151 0.967
1.78   -0.354   0.42   0.0943 0.184 0.959
-0.996  -0.132   0.301  0.056  0.128 1    
0.566  -0.215   0.394  0.0576 0.124 0.965
0.243  -0.217   0.322  0.0615 0.152 0.975
0.523  -0.274   0.521  0.0651 0.146 0.974
0.542  -0.236   0.376  0.0531 0.157 0.967
-0.133  -0.162   0.373  0.0205 0.122 0.979
0.0195 -0.161   0.267  0.0354 0.207 0.904
0.348  -0.18    0.238  0.0312 0.166 0.957
-3.5    0.0416  0.245  0.0228 0.181 0.955
-2.49   -0.0825  0.464  0.0399 0.09821.05 
2.31   -0.269   0.229  0.04   0.111 0.977
0.622  -0.121   0.0309 0.0207 0.117 0.984
0.697  -0.257   0.467  0.0603 0.07841.03 
0.101  -0.138   0.224  0.0245 0.09330.998
0.0368 -0.252   0.489  0.0722 0.162 0.986
-0.571  -0.12    0.312  0.0223 0.103 0.994
0.82   -0.29    0.416  0.0831 0.213 0.933
-0.791  -0.128   0.355  0.0298 0.149 0.955
0.23   -0.165   0.255  0.0364 0.08151.02 
-1.56   -0.116   0.443  0.0324 0.148 0.975
1.99   -0.345   0.434  0.0552 0.167 0.969
-1.86   -0.115   0.418  0.047  0.171 0.968
-1.09   -0.128   0.217  0.0545 0.211 0.948
-0.367  -0.232   0.458  0.0815 0.169 0.98 
-0.0101 -0.225   0.318  0.0369 0.128 1.04 
-2.28   -0.0829  0.404  0.0389 0.194 0.954
-1.37   -0.19    0.565  0.0471 0.174 0.975
-0.202  -0.172   0.42   0.0334 0.119 0.974
1.1    -0.247   0.201  0.0424 0.216 0.935
-0.328  -0.137   0.335  0.0227 0.09710.989
-1.56   -0.111   0.369  0.042  0.141 0.998
-1.35   -0.11    0.421  0.0249 0.154 0.955
-2.17   -0.0659  0.236  0.0282 0.201 0.965
-0.901  -0.175   0.403  0.0582 0.145 1    
1.06   -0.288   0.316  0.092  0.169 0.989
1.3    -0.343   0.485  0.0933 0.157 0.987
0.582  -0.231   0.286  0.0389 0.219 0.932
0.488  -0.214   0.296  0.0275 0.194 0.942
-1.09   -0.102   0.258  0.0326 0.118 1.01 
1.22   -0.312   0.355  0.0594 0.264 0.903
-0.245  -0.159   0.266  0.0405 0.168 0.955
-1.24   -0.164   0.431  0.04   0.221 0.935
-0.202  -0.214   0.382  0.0422 0.179 0.981
-0.493  -0.161   0.413  0.055  0.08031.02 
1.19   -0.32    0.443  0.0745 0.138 1    
0.101  -0.306   0.521  0.0785 0.147 1.04 
-1.55   -0.13    0.47   0.0373 0.133 0.998
0.368  -0.213   0.293  0.0545 0.141 0.994
-2.55   -0.139   0.551  0.0759 0.215 0.955
-0.247  -0.202   0.415  0.0535 0.135 0.993
-0.655  -0.125   0.202  0.0292 0.168 0.967
-0.837  -0.156   0.445  0.0415 0.116 0.999
0.518  -0.218   0.301  0.0455 0.181 0.947
0.197  -0.212   0.337  0.0268 0.139 1.01 
-0.77   -0.0809  0.215  0.0159 0.105 0.99 
-0.899  -0.154   0.455  0.0211 0.111 1.02 
-0.0463 -0.2     0.376  0.05   0.137 0.99 
-0.567  -0.214   0.533  0.0309 0.142 0.998
-0.307  -0.146   0.345  0.0353 0.109 0.981
1.08   -0.27    0.341  0.0366 0.16  0.986
-0.963  -0.132   0.327  0.0243 0.163 0.969
-0.314  -0.213   0.394  0.047  0.22  0.933
-1.24   -0.15    0.291  0.0379 0.21  0.977
-0.743  -0.173   0.36   0.0527 0.168 0.976
-0.605  -0.192   0.481  0.0324 0.169 0.955
-0.435  -0.154   0.305  0.0333 0.14  0.985
-1.92   -0.056   0.251  0.0363 0.156 0.976
1.23   -0.353   0.567  0.09   0.191 0.948
2.88   -0.328   0.238  0.0397 0.154 0.954
-0.534  -0.0908  0.229  0.0211 0.08920.995
1.72   -0.285   0.196  0.0513 0.242 0.908
-0.13   -0.161   0.354  0.0267 0.139 0.968
0.106  -0.194   0.391  0.0647 0.154 0.951
0.573  -0.213   0.361  0.0355 0.09331    
0.0815 -0.226   0.273  0.0666 0.224 0.943
1.19   -0.23    0.222  0.0283 0.107 1.01 
0.545  -0.25    0.305  0.0426 0.166 1    
0.928  -0.272   0.334  0.027  0.173 0.989
0.458  -0.156   0.0866 0.0598 0.159 0.961
1.25   -0.204   0.241  0.0388 0.08330.999
-1.45   -0.165   0.404  0.0492 0.241 0.941
-0.252  -0.221   0.38   0.063  0.258 0.901
-0.982  -0.136   0.31   0.0385 0.165 0.973
-1.47   -0.0494  0.206  0.0192 0.115 0.983
-2.15   -0.137   0.475  0.0455 0.225 0.951
1.2    -0.315   0.443  0.0725 0.181 0.959
-0.631  -0.114   0.259  0.0281 0.122 0.985
0.926  -0.317   0.432  0.0697 0.214 0.954
0.762  -0.225   0.238  0.0447 0.123 1.02 
0.829  -0.281   0.356  0.0842 0.161 0.999
-1.46   -0.117   0.367  0.0323 0.187 0.948
1.61   -0.341   0.4    0.0696 0.167 0.992
-0.257  -0.253   0.616  0.0497 0.118 1.01 
-1.28   -0.107   0.348  0.0317 0.145 0.975
1      -0.248   0.304  0.0445 0.159 0.969
-0.485  -0.206   0.542  0.0422 0.131 0.997
-0.158  -0.254   0.414  0.0413 0.23  0.952
-1.16   -0.12    0.305  0.0311 0.121 1.02 
0.0793 -0.245   0.516  0.0374 0.192 0.942
1.82   -0.288   0.245  0.0329 0.156 0.973
-1.06   -0.122   0.208  0.039  0.196 0.966
-1      -0.141   0.496  0.0351 0.07861.01 
0.386  -0.285   0.547  0.0624 0.141 0.999
-0.193  -0.229   0.501  0.046  0.151 0.984
-0.186  -0.131   0.21   0.0425 0.119 0.98 
0.0964 -0.113   0.133  0.021  0.102 0.996
-2.94   -0.0685  0.593  0.0249 0.128 0.998
0.604  -0.278   0.526  0.0435 0.131 0.992
-0.822  -0.111   0.124  0.0551 0.189 0.967
0.0553 -0.16    0.249  0.0349 0.08321.03 
-2.32   -0.0404  0.402  0.0238 0.083 1.02 
-1.29   -0.0702  0.204  0.0244 0.138 0.983
1.5    -0.29    0.33   0.0445 0.128 1.01 
-1.09   -0.155   0.43   0.0397 0.171 0.967
0.113  -0.228   0.438  0.0519 0.147 0.985
0.973  -0.292   0.332  0.0569 0.204 0.972
-0.559  -0.219   0.523  0.0594 0.147 1    
-0.534  -0.248   0.541  0.0947 0.185 0.972
-2.77   -0.0477  0.362  0.0371 0.165 0.984
-2.17   -0.124   0.466  0.0496 0.177 0.98 
-1.02   -0.128   0.314  0.0222 0.189 0.955
-0.305  -0.138   0.261  0.0563 0.11  0.983
-0.254  -0.183   0.265  0.0494 0.153 0.993
0.495  -0.268   0.427  0.0765 0.168 0.967
0.763  -0.198   0.255  0.0283 0.09621.01 
1.04   -0.27    0.216  0.0353 0.219 0.964
0.222  -0.148   0.219  0.0264 0.133 0.972
0.933  -0.298   0.499  0.0898 0.131 0.996
-0.545  -0.147   0.335  0.0319 0.07891.04 
-0.684  -0.136   0.315  0.0541 0.109 1.01 
-1.24   -0.156   0.321  0.0773 0.223 0.941
-0.164  -0.189   0.386  0.0403 0.143 0.977
0.406  -0.303   0.613  0.0695 0.138 0.996
-0.301  -0.202   0.442  0.0609 0.153 0.969
1.59   -0.271   0.269  0.0529 0.173 0.95 
-0.282  -0.131   0.248  0.0311 0.114 0.985
-1.45   -0.161   0.496  0.0284 0.143 1.01 
0.799  -0.267   0.307  0.0749 0.131 1.02 
-0.685  -0.137   0.184  0.0481 0.126 1.03 
-1.26   -0.125   0.45   0.0346 0.169 0.929
-0.931  -0.121   0.224  0.0479 0.134 1.01 
0.118  -0.198   0.287  0.0361 0.176 0.968
-2.16   -0.136   0.544  0.0574 0.212 0.936
0.677  -0.256   0.392  0.0517 0.09891.03 
-1.19   -0.179   0.468  0.0567 0.17  0.983
-0.814  -0.0968  0.219  0.0414 0.133 0.981
-0.627  -0.181   0.378  0.0411 0.178 0.967
1.82   -0.326   0.408  0.0631 0.164 0.956
0.00537-0.168   0.267  0.0312 0.123 0.998
-1.45   -0.0587  0.214  0.035  0.146 0.969
0.2    -0.199   0.326  0.0398 0.122 1    
-1.81   -0.14    0.446  0.0419 0.17  0.989
1.74   -0.343   0.521  0.0703 0.147 0.97 
0.748  -0.148   0.173  0.023  0.08740.984
0.546  -0.225   0.342  0.0391 0.151 0.971
0.114  -0.191   0.344  0.0424 0.11  1    
-0.944  -0.136   0.427  0.0423 0.136 0.967
-0.322  -0.263   0.459  0.0607 0.218 0.974
-1.74   -0.164   0.644  0.0331 0.09731.04 
0.523  -0.231   0.262  0.061  0.148 0.999
-0.436  -0.185   0.35   0.0662 0.144 0.998
-3.52   -0.067   0.507  0.0535 0.186 0.99 
-2.17   -0.0644  0.281  0.0325 0.135 1.02 
-0.237  -0.137   0.104  0.0333 0.134 1.01 
-1.63   -0.135   0.413  0.0523 0.161 0.982
-0.095  -0.185   0.367  0.0235 0.11  1.02 
0.184  -0.221   0.432  0.0431 0.161 0.959
1.01   -0.291   0.411  0.0589 0.189 0.947
-1.06   -0.174   0.382  0.0636 0.202 0.958
-0.524  -0.157   0.248  0.0515 0.184 0.956
1.22   -0.229   0.219  0.0322 0.16  0.957
-0.405  -0.182   0.304  0.0453 0.157 0.995
0.735  -0.288   0.427  0.0593 0.175 0.985
-2.04   -0.0702  0.394  0.0562 0.107 0.997
2.33   -0.359   0.404  0.0685 0.08811.03 
0.117  -0.297   0.46   0.0708 0.242 0.955
-1.36   -0.16    0.412  0.0362 0.157 1    
-0.15   -0.199   0.375  0.0537 0.149 0.978
-1.6    -0.141   0.363  0.0412 0.255 0.922
-1.59   -0.108   0.391  0.0421 0.128 0.999
1.08   -0.245   0.225  0.0559 0.166 0.965
0.462  -0.259   0.536  0.0389 0.08351.02 
0.242  -0.202   0.286  0.0336 0.193 0.944
-0.947  -0.128   0.294  0.0297 0.15  0.989
0.134  -0.168   0.376  0.0308 0.05271.03 
-2.72   -0.0787  0.353  0.0384 0.267 0.92 
-2.25   -0.127   0.485  0.041  0.216 0.956
-1.03   -0.183   0.625  0.0583 0.124 0.978
-0.731  -0.232   0.379  0.061  0.225 0.978
-2.58   -0.0971  0.458  0.0469 0.151 1.01 
-1.85   -0.103   0.381  0.0403 0.166 0.979
1.45   -0.209   0.128  0.0388 0.133 0.962
1.64   -0.304   0.391  0.0666 0.139 0.981
1      -0.244   0.21   0.0652 0.156 0.987
0.616  -0.234   0.372  0.0442 0.14  0.98 
2.19   -0.353   0.333  0.0529 0.236 0.926
0.538  -0.241   0.528  0.0388 0.02321.07 
0.676  -0.246   0.369  0.0635 0.177 0.953
-1.57   -0.0801  0.258  0.028  0.08281.06 
-0.354  -0.134   0.125  0.0354 0.135 1.01 
0.379  -0.198   0.203  0.0472 0.184 0.959
1.07   -0.259   0.326  0.0631 0.117 1.01 
1.99   -0.348   0.324  0.0487 0.161 1.01 
1.02   -0.24    0.326  0.0466 0.136 0.97 
-0.557  -0.172   0.27   0.0545 0.21  0.949
-1.64   -0.147   0.533  0.0363 0.182 0.953
1.6    -0.303   0.318  0.0626 0.168 0.972
-0.334  -0.179   0.349  0.0375 0.154 0.977
0.315  -0.217   0.212  0.0643 0.181 0.973
0.469  -0.214   0.325  0.0523 0.143 0.972
-0.866  -0.163   0.348  0.0641 0.135 1.01 
-1.79   -0.0888  0.334  0.0474 0.159 0.981
1.64   -0.357   0.489  0.0694 0.145 1    
-1.89   -0.0843  0.314  0.035  0.144 1    
0.999  -0.271   0.388  0.0711 0.12  0.995
2      -0.276   0.266  0.0652 0.122 0.967
-3.2    0.00585 0.407  0.0162 0.129 0.985
-1.65   -0.127   0.514  0.0285 0.16  0.959
1.08   -0.297   0.368  0.0454 0.209 0.963
0.876  -0.219   0.2    0.055  0.155 0.973
0.419  -0.231   0.315  0.022  0.157 0.995
1.66   -0.266   0.189  0.0342 0.171 0.971
-0.543  -0.244   0.447  0.0689 0.241 0.952
-0.957  -0.138   0.267  0.0487 0.188 0.958
-0.462  -0.168   0.337  0.0572 0.137 0.98 
0.474  -0.198   0.244  0.0335 0.126 1.01 
2.28   -0.269   0.271  0.0336 0.119 0.951
-0.354  -0.0995  0.144  0.0338 0.141 0.945
2.06   -0.323   0.251  0.06   0.186 0.967
0.122  -0.215   0.269  0.0524 0.2   0.959
-0.677  -0.211   0.39   0.0766 0.196 0.981
-3.39   -0.0572  0.568  0.0457 0.15  0.99 
3.62   -0.499   0.468  0.0688 0.271 0.908
-0.506  -0.139   0.412  0.0236 0.08421    
-2.81   -0.0113  0.395  0.0283 0.141 0.958
3.22   -0.418   0.322  0.0637 0.186 0.97 
0.0345 -0.253   0.535  0.0859 0.103 1.02 
1.08   -0.198   0.251  0.0343 0.07131.01 
-1.93   -0.088   0.404  0.0288 0.169 0.955
1.34   -0.251   0.214  0.0877 0.149 0.974
-0.00509-0.168   0.286  0.0317 0.127 0.997
0.861  -0.223   0.29   0.0407 0.133 0.977
0.88   -0.331   0.496  0.0687 0.17  0.999
2.32   -0.331   0.279  0.039  0.183 0.957
2.95   -0.407   0.409  0.0858 0.172 0.942
0.614  -0.261   0.366  0.053  0.184 0.969
0.0911 -0.225   0.441  0.0451 0.221 0.909
0.0987 -0.189   0.295  0.0206 0.155 0.985
1.02   -0.174   0.119  0.0371 0.128 0.958
3.64   -0.454   0.375  0.0637 0.147 1.01 
-0.418  -0.154   0.179  0.0566 0.14  1.01 
0.939  -0.266   0.401  0.0872 0.113 0.996
-1.39   -0.147   0.448  0.05   0.198 0.936
-3.32   -0.0149  0.388  0.0342 0.172 0.973
2.24   -0.382   0.299  0.0659 0.256 0.928
1.22   -0.265   0.402  0.0338 0.107 0.999
-1.52   -0.131   0.353  0.0628 0.198 0.952
0.565  -0.265   0.444  0.0739 0.162 0.955
-1.44   -0.135   0.445  0.0473 0.167 0.955
2.1    -0.307   0.111  0.0555 0.197 0.972
-0.0982 -0.199   0.356  0.06   0.148 0.98 
0.79   -0.229   0.307  0.0344 0.172 0.953
-0.702  -0.287   0.66   0.0665 0.167 1.01 
-0.29   -0.191   0.339  0.0411 0.183 0.967
-0.201  -0.214   0.355  0.0626 0.197 0.952
-1.14   -0.0872  0.274  0.0301 0.11  0.989
-2.59   -0.094   0.459  0.0516 0.177 0.983
-0.529  -0.226   0.494  0.031  0.187 0.975
1.66   -0.245   0.21   0.0267 0.143 0.958
0.0107 -0.264   0.414  0.0733 0.189 0.996
-0.256  -0.189   0.265  0.0348 0.19  0.972
1.88   -0.261   0.0941 0.0459 0.185 0.958
-1.23   -0.2     0.55   0.0452 0.203 0.968
-2.23   -0.139   0.469  0.049  0.166 1.02 
-0.198  -0.251   0.464  0.0658 0.193 0.96 
-2.97   -0.122   0.669  0.0471 0.204 0.954
-0.962  -0.105   0.309  0.0208 0.142 0.97 
-1.22   -0.154   0.38   0.0399 0.179 0.982
-1.32   -0.13    0.442  0.0373 0.135 0.98 
-0.22   -0.225   0.473  0.0686 0.2   0.934
0.784  -0.276   0.373  0.0696 0.237 0.906
-0.966  -0.0795  0.248  0.0165 0.131 0.96 
-0.305  -0.159   0.358  0.0497 0.129 0.971
-0.72   -0.233   0.512  0.0725 0.244 0.921
0.0702 -0.143   0.268  0.0278 0.07111.01 
-0.605  -0.148   0.321  0.038  0.118 1.01 
0.0308 -0.219   0.25   0.0653 0.206 0.968
-0.417  -0.169   0.306  0.0298 0.16  0.982
0.449  -0.232   0.453  0.0512 0.17  0.932
-0.584  -0.164   0.431  0.0286 0.144 0.973
1.08   -0.263   0.409  0.046  0.136 0.969
-1.1    -0.161   0.464  0.059  0.15  0.976
-0.352  -0.231   0.315  0.0813 0.166 1.03 
0.859  -0.313   0.433  0.0674 0.211 0.959
-1.17   -0.184   0.446  0.0647 0.123 1.04 
1.13   -0.258   0.321  0.0433 0.17  0.956
0.769  -0.227   0.196  0.0604 0.179 0.962
bhat.bootlong= pivot_longer(bhat.boot, cols= names(bhat.boot), names_to="variable", values_to="bootstrap_value")
bhat.bootlong
variablebootstrap_value
(Intercept)-0.0104  
age-0.232   
famrel0.326   
absences0.0654  
G10.224   
G20.943   
(Intercept)-2.18    
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(Intercept)-0.00879 
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(Intercept)1.57    
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(Intercept)2.13    
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(Intercept)1.4     
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(Intercept)1.8     
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(Intercept)0.235   
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(Intercept)1.05    
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(Intercept)3       
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(Intercept)1.72    
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(Intercept)-0.435   
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(Intercept)1.81    
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(Intercept)0.859   
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(Intercept)-1       
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(Intercept)-0.212   
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(Intercept)1.1     
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(Intercept)-1       
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(Intercept)0.443   
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(Intercept)-0.312   
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(Intercept)3       
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famrel0.214   
absences0.0877  
G10.149   
G20.974   
(Intercept)-0.00509 
age-0.168   
famrel0.286   
absences0.0317  
G10.127   
G20.997   
(Intercept)0.861   
age-0.223   
famrel0.29    
absences0.0407  
G10.133   
G20.977   
(Intercept)0.88    
age-0.331   
famrel0.496   
absences0.0687  
G10.17    
G20.999   
(Intercept)2.32    
age-0.331   
famrel0.279   
absences0.039   
G10.183   
G20.957   
(Intercept)2.95    
age-0.407   
famrel0.409   
absences0.0858  
G10.172   
G20.942   
(Intercept)0.614   
age-0.261   
famrel0.366   
absences0.053   
G10.184   
G20.969   
(Intercept)0.0911  
age-0.225   
famrel0.441   
absences0.0451  
G10.221   
G20.909   
(Intercept)0.0987  
age-0.189   
famrel0.295   
absences0.0206  
G10.155   
G20.985   
(Intercept)1.02    
age-0.174   
famrel0.119   
absences0.0371  
G10.128   
G20.958   
(Intercept)3.64    
age-0.454   
famrel0.375   
absences0.0637  
G10.147   
G21.01    
(Intercept)-0.418   
age-0.154   
famrel0.179   
absences0.0566  
G10.14    
G21.01    
(Intercept)0.939   
age-0.266   
famrel0.401   
absences0.0872  
G10.113   
G20.996   
(Intercept)-1.39    
age-0.147   
famrel0.448   
absences0.05    
G10.198   
G20.936   
(Intercept)-3.32    
age-0.0149  
famrel0.388   
absences0.0342  
G10.172   
G20.973   
(Intercept)2.24    
age-0.382   
famrel0.299   
absences0.0659  
G10.256   
G20.928   
(Intercept)1.22    
age-0.265   
famrel0.402   
absences0.0338  
G10.107   
G20.999   
(Intercept)-1.52    
age-0.131   
famrel0.353   
absences0.0628  
G10.198   
G20.952   
(Intercept)0.565   
age-0.265   
famrel0.444   
absences0.0739  
G10.162   
G20.955   
(Intercept)-1.44    
age-0.135   
famrel0.445   
absences0.0473  
G10.167   
G20.955   
(Intercept)2.1     
age-0.307   
famrel0.111   
absences0.0555  
G10.197   
G20.972   
(Intercept)-0.0982  
age-0.199   
famrel0.356   
absences0.06    
G10.148   
G20.98    
(Intercept)0.79    
age-0.229   
famrel0.307   
absences0.0344  
G10.172   
G20.953   
(Intercept)-0.702   
age-0.287   
famrel0.66    
absences0.0665  
G10.167   
G21.01    
(Intercept)-0.29    
age-0.191   
famrel0.339   
absences0.0411  
G10.183   
G20.967   
(Intercept)-0.201   
age-0.214   
famrel0.355   
absences0.0626  
G10.197   
G20.952   
(Intercept)-1.14    
age-0.0872  
famrel0.274   
absences0.0301  
G10.11    
G20.989   
(Intercept)-2.59    
age-0.094   
famrel0.459   
absences0.0516  
G10.177   
G20.983   
(Intercept)-0.529   
age-0.226   
famrel0.494   
absences0.031   
G10.187   
G20.975   
(Intercept)1.66    
age-0.245   
famrel0.21    
absences0.0267  
G10.143   
G20.958   
(Intercept)0.0107  
age-0.264   
famrel0.414   
absences0.0733  
G10.189   
G20.996   
(Intercept)-0.256   
age-0.189   
famrel0.265   
absences0.0348  
G10.19    
G20.972   
(Intercept)1.88    
age-0.261   
famrel0.0941  
absences0.0459  
G10.185   
G20.958   
(Intercept)-1.23    
age-0.2     
famrel0.55    
absences0.0452  
G10.203   
G20.968   
(Intercept)-2.23    
age-0.139   
famrel0.469   
absences0.049   
G10.166   
G21.02    
(Intercept)-0.198   
age-0.251   
famrel0.464   
absences0.0658  
G10.193   
G20.96    
(Intercept)-2.97    
age-0.122   
famrel0.669   
absences0.0471  
G10.204   
G20.954   
(Intercept)-0.962   
age-0.105   
famrel0.309   
absences0.0208  
G10.142   
G20.97    
(Intercept)-1.22    
age-0.154   
famrel0.38    
absences0.0399  
G10.179   
G20.982   
(Intercept)-1.32    
age-0.13    
famrel0.442   
absences0.0373  
G10.135   
G20.98    
(Intercept)-0.22    
age-0.225   
famrel0.473   
absences0.0686  
G10.2     
G20.934   
(Intercept)0.784   
age-0.276   
famrel0.373   
absences0.0696  
G10.237   
G20.906   
(Intercept)-0.966   
age-0.0795  
famrel0.248   
absences0.0165  
G10.131   
G20.96    
(Intercept)-0.305   
age-0.159   
famrel0.358   
absences0.0497  
G10.129   
G20.971   
(Intercept)-0.72    
age-0.233   
famrel0.512   
absences0.0725  
G10.244   
G20.921   
(Intercept)0.0702  
age-0.143   
famrel0.268   
absences0.0278  
G10.0711  
G21.01    
(Intercept)-0.605   
age-0.148   
famrel0.321   
absences0.038   
G10.118   
G21.01    
(Intercept)0.0308  
age-0.219   
famrel0.25    
absences0.0653  
G10.206   
G20.968   
(Intercept)-0.417   
age-0.169   
famrel0.306   
absences0.0298  
G10.16    
G20.982   
(Intercept)0.449   
age-0.232   
famrel0.453   
absences0.0512  
G10.17    
G20.932   
(Intercept)-0.584   
age-0.164   
famrel0.431   
absences0.0286  
G10.144   
G20.973   
(Intercept)1.08    
age-0.263   
famrel0.409   
absences0.046   
G10.136   
G20.969   
(Intercept)-1.1     
age-0.161   
famrel0.464   
absences0.059   
G10.15    
G20.976   
(Intercept)-0.352   
age-0.231   
famrel0.315   
absences0.0813  
G10.166   
G21.03    
(Intercept)0.859   
age-0.313   
famrel0.433   
absences0.0674  
G10.211   
G20.959   
(Intercept)-1.17    
age-0.184   
famrel0.446   
absences0.0647  
G10.123   
G21.04    
(Intercept)1.13    
age-0.258   
famrel0.321   
absences0.0433  
G10.17    
G20.956   
(Intercept)0.769   
age-0.227   
famrel0.196   
absences0.0604  
G10.179   
G20.962   
ggplot(bhat.bootlong, aes(x=bootstrap_value)) +
  geom_histogram(aes(y= ..density..)) +
  stat_overlay_normal_density(linetype='dashed') +
  facet_wrap(~ variable, scales="free")
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#map_df gets quantiles for all columns, returns a data frame (tibble)
bhat.ci= map_df(bhat.boot, quantile, probs=c(0.025,0.975), na.rm=TRUE)
bhat.ci= cbind(varname= names(bhat.boot), bhat.ci) 
bhat.ci
varname2.5%97.5%
(Intercept)-2.74  2.76  
age-0.374 -0.0472
famrel0.134 0.576 
absences0.02080.0841
G10.07620.248 
G20.919 1.04  
coefSummary(fit1)
ParameterEstimateConf. Int.P-value
(Intercept)-0.078(-2.784,2.628)0.95503
age-0.202(-0.353,-0.051)0.00898
famrel0.357(0.148,0.566)0.00085
absences0.044(0.02,0.067)0.00033
G10.158(0.05,0.266)0.00433
G20.978(0.882,1.074)<0.00001
yvals= 1:length(coef(fit1))
ci= cbind(bhat.ci, confint(fit1), y.ols=yvals, y.boot=yvals+.1)
names(ci)= c('varname','low.boot','high.boot','low.ols','high.ols','y.ols','y.boot')
ggplot(ci) + 
  geom_segment(aes(x=low.ols,xend=high.ols,y=y.ols,yend=y.ols)) +
  geom_segment(aes(x=low.boot,xend=high.boot,y=y.boot,yend=y.boot), color='red') +
  geom_text(aes(x=low.ols, y=y.ols, label=varname), nudge_y = 0.3) +
  labs(x='Confidence interval', y='') +
  theme(axis.text.y=element_blank(),  axis.ticks.y=element_blank()) #remove y axis labels 

Compare coef to permutation test

fitperm1 <- lmp(G3~age +famrel+ absences+ G1+ G2,data=mat)
## [1] "Settings:  unique SS : numeric variables centered"
summary(fitperm1)
## 
## Call:
## lmp(formula = G3 ~ age + famrel + absences + G1 + G2, data = mat)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.0811 -0.4081  0.2733  0.9927  3.7111 
## 
## Coefficients:
##          Estimate Iter Pr(Prob)    
## age      -0.20167 5000   0.0022 ** 
## famrel    0.35725 5000   <2e-16 ***
## absences  0.04365 5000   <2e-16 ***
## G1        0.15794 5000   <2e-16 ***
## G2        0.97804 5000   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.881 on 389 degrees of freedom
## Multiple R-Squared: 0.8336,  Adjusted R-squared: 0.8315 
## F-statistic: 389.8 on 5 and 389 DF,  p-value: < 2.2e-16
summary(fit1)
## 
## Call:
## lm(formula = G3 ~ age + famrel + absences + G1 + G2, data = mat)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.0811 -0.4081  0.2733  0.9927  3.7111 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -0.07765    1.37626  -0.056 0.955033    
## age         -0.20167    0.07679  -2.626 0.008978 ** 
## famrel       0.35725    0.10622   3.363 0.000847 ***
## absences     0.04365    0.01205   3.623 0.000329 ***
## G1           0.15794    0.05503   2.870 0.004329 ** 
## G2           0.97804    0.04895  19.981  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.881 on 389 degrees of freedom
## Multiple R-squared:  0.8336, Adjusted R-squared:  0.8315 
## F-statistic: 389.8 on 5 and 389 DF,  p-value: < 2.2e-16

–>Models: fit1=bestBIC (fitall auch?)

df$predl= predict(fitall)
df$resl= residuals(fitall)

Linearity

ggplot(df, aes(predl, resl)) +
  geom_point() +
  geom_smooth() +
  geom_abline(slope=0, intercept=0, col='gray') +
  labs(x='Model prediction', y='Residuals')
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'

Constant residual variance

ggplot(df, aes(x=predl, y=resl)) + 
  geom_boxplot(mapping = aes(group = cut_width(predl, 0.2))) +
  labs(x='Model prediction', y='Residuals')

Error normality

ggplot(df, aes(x=resl)) +
  geom_histogram(aes(y= ..density..)) +
  stat_overlay_normal_density(linetype = "dashed") +
  labs(x='Residuals')
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

ggplot(df, aes(sample=scale(resl))) +
  geom_qq() +
  geom_abline(slope=1, intercept=0)

–>Errors are not normal and variance is not constant!! =>Apply robust standard errors

A.1.2 Poisson-check

Compare CI to bootstrapped CIs

fitpoi <- glm(G3~failures+ schoolsup+ famrel+ absences+ G1+ G2,family=quasipoisson(),mat)
#formula considering the coef that were at least significant on 10% level in full model
f=formula(G3~failures+ schoolsup+ famrel+ absences+ G1+ G2,family=quasipoisson() )
bhat= function(data, indices=1:nrow(data), formula) {
  fit= lm(formula, data=data[indices,])
  return(coef(fit))
}
round(bhat(mat, formula=f), 3)
##  (Intercept)     failures schoolsupyes       famrel     absences           G1 
##       -3.272       -0.222        0.460        0.333        0.039        0.152 
##           G2 
##        0.981
bhat.fit= boot(mat, statistic=bhat, R=2000, formula=f)
dim(bhat.fit$t)
## [1] 2000    7
round(bhat.fit$t,3)[1:5,] #show first five bootstrap samples
##        [,1]   [,2]  [,3]  [,4]  [,5]  [,6]  [,7]
## [1,] -2.879 -0.260 0.503 0.338 0.032 0.141 0.957
## [2,] -2.940 -0.482 0.425 0.373 0.048 0.132 0.968
## [3,] -3.684 -0.013 0.225 0.312 0.035 0.191 0.974
## [4,] -3.606 -0.333 0.308 0.441 0.033 0.142 0.988
## [5,] -2.851 -0.182 0.203 0.319 0.035 0.177 0.929
round(bhat.fit$t0, 3)
##  (Intercept)     failures schoolsupyes       famrel     absences           G1 
##       -3.272       -0.222        0.460        0.333        0.039        0.152 
##           G2 
##        0.981
colnames(bhat.fit$t)= names(bhat.fit$t0)
bhat.boot= as_tibble(bhat.fit$t)
bhat.boot
(Intercept)failuresschoolsupyesfamrelabsencesG1G2
-2.88 -0.26    0.503   0.338  0.0323 0.141  0.957
-2.94 -0.482   0.425   0.373  0.0477 0.132  0.968
-3.68 -0.0129  0.225   0.312  0.0345 0.191  0.974
-3.61 -0.333   0.308   0.441  0.033  0.142  0.988
-2.85 -0.182   0.203   0.319  0.0345 0.177  0.929
-4.26 -0.197   0.602   0.61   0.0371 0.17   0.956
-4.47 -0.194   0.182   0.623  0.0499 0.145  0.986
-2.2  -0.5     0.101   0.201  0.0625 0.0886 1    
-3.42 -0.367   0.352   0.439  0.0344 0.0883 1.02 
-3.9  -0.123   0.422   0.367  0.0404 0.207  0.964
-3.64 -0.268   0.621   0.405  0.0434 0.141  0.99 
-3.08 -0.341   0.448   0.343  0.0654 0.076  1.03 
-3.56 -0.275   0.68    0.329  0.0284 0.175  0.981
-3.78 -0.136   0.68    0.388  0.0268 0.162  1    
-3.59 -0.276   0.481   0.38   0.0394 0.161  0.978
-3.54 -0.464   0.373   0.366  0.0733 0.205  0.927
-2.73 -0.0267  0.748   0.0845 0.0257 0.127  1.05 
-2.96 -0.116   0.502   0.222  0.0383 0.185  0.956
-2.54 -0.223   0.317   0.249  0.0493 0.137  0.968
-2.99 -0.281   0.318   0.23   0.033  0.172  0.971
-2.12 -0.375   0.416   0.252  0.023  0.0902 0.996
-3.58 -0.579   0.451   0.485  0.0656 0.116  0.992
-3.01 -0.128   0.142   0.412  0.0171 0.113  0.993
-3.09 -0.326   0.467   0.289  0.0374 0.139  0.996
-3.04 -0.251   0.644   0.329  0.0441 0.143  0.972
-3.3  0.144   0.814   0.237  0.0343 0.138  1.02 
-3.14 -0.209   0.301   0.377  0.0323 0.1    1    
-4.78 0.00889 0.513   0.446  0.0632 0.218  0.99 
-2.18 -0.0968  0.266   0.213  0.0405 0.116  0.979
-3.52 0.027   0.378   0.406  0.0326 0.111  1.03 
-3.86 -0.448   0.0382  0.469  0.0417 0.177  0.963
-3.92 -0.363   1.07    0.326  0.0328 0.25   0.92 
-3.85 -0.319   0.119   0.575  0.0351 0.111  0.991
-3.28 -0.23    -0.00575 0.435  0.0276 0.169  0.946
-2.79 -0.15    0.0827  0.271  0.057  0.0886 1.02 
-3.06 -0.365   0.671   0.198  0.0509 0.172  0.969
-3.14 -0.107   -0.169   0.453  0.0347 0.117  0.972
-3.42 -0.0485  0.737   0.208  0.0662 0.199  0.956
-2.86 -0.176   0.337   0.175  0.0389 0.161  0.988
-2.62 -0.535   0.569   0.268  0.0458 0.152  0.948
-4.07 -0.205   0.371   0.463  0.0429 0.175  0.969
-2.37 -0.261   0.377   0.233  0.0371 0.12   0.975
-2.46 -0.258   0.25    0.301  0.0286 0.112  0.977
-3.06 -0.104   0.617   0.373  0.0385 0.0491 1.06 
-2.99 -0.225   0.0715  0.379  0.0439 0.0918 1.01 
-2.43 -0.526   0.877   0.08   0.057  0.17   0.969
-3.31 -0.254   0.848   0.13   0.0559 0.257  0.92 
-2.82 -0.202   -0.27    0.326  0.0304 0.141  0.973
-2.89 -0.187   0.807   0.257  0.0274 0.167  0.97 
-3.03 -0.397   0.321   0.382  0.0524 0.0866 1.01 
-3.22 -0.187   0.552   0.357  0.0268 0.132  0.985
-4.63 0.242   0.749   0.403  0.0392 0.227  0.969
-3.06 -0.16    0.453   0.18   0.0591 0.213  0.933
-4.44 -0.231   0.777   0.56   0.0293 0.129  1.03 
-2.89 0.00656 0.536   0.191  0.0359 0.156  0.988
-2.95 -0.171   0.811   0.284  0.0432 0.121  1    
-3.7  -0.16    0.615   0.428  0.0345 0.148  0.993
-2.63 -0.0292  0.25    0.153  0.0323 0.16   0.984
-2.14 -0.256   0.173   0.228  0.0346 0.108  0.978
-2.76 -0.113   0.255   0.205  0.0463 0.142  0.98 
-2.61 -0.487   0.829   0.122  0.0352 0.199  0.952
-3.72 -0.17    0.379   0.437  0.0276 0.135  1    
-2.75 -0.183   0.326   0.329  0.0404 0.0795 1.01 
-3.04 -0.0915  0.297   0.357  0.045  0.118  0.995
-3.76 -0.025   0.417   0.26   0.0508 0.198  0.98 
-1.6  -0.329   0.149   0.159  0.0242 0.0917 0.979
-3.81 -0.281   0.721   0.339  0.0937 0.24   0.914
-3.29 -0.27    0.254   0.38   0.0503 0.177  0.937
-2.51 -0.135   0.588   0.057  0.0379 0.125  1.04 
-2.64 -0.384   0.487   0.234  0.0243 0.136  0.987
-2.9  -0.15    0.517   0.234  0.025  0.173  0.964
-3.13 -0.351   0.34    0.395  0.0349 0.111  0.998
-3.87 -0.17    0.59    0.375  0.0528 0.146  1.02 
-3.09 -0.263   0.533   0.152  0.0666 0.119  1.05 
-3.13 -0.428   0.881   0.286  0.0287 0.192  0.946
-3.95 -0.0647  0.569   0.323  0.054  0.177  0.997
-3.16 -0.0018  0.504   0.37   0.016  0.122  1    
-3.04 -0.322   0.313   0.304  0.0308 0.112  1.02 
-4.3  0.224   0.246   0.341  0.0503 0.195  1    
-2.48 -0.165   0.543   0.263  0.0203 0.0788 1.03 
-2.71 -0.183   0.0693  0.326  0.0611 0.0679 1.03 
-2.34 -0.19    0.426   0.111  0.0517 0.183  0.941
-3.72 -0.00809 0.696   0.289  0.0434 0.156  1.01 
-3.63 -0.433   0.122   0.382  0.0485 0.126  1.02 
-3.75 -0.0826  0.718   0.385  0.0666 0.158  0.983
-3.51 -0.0242  0.685   0.328  0.0479 0.187  0.964
-4.35 -0.217   0.398   0.559  0.0513 0.179  0.955
-3.81 -0.241   0.42    0.435  0.0612 0.151  0.992
-3.19 -0.187   0.771   0.2    0.04   0.155  1.01 
-2.64 -0.278   0.788   0.0921 0.0635 0.167  0.976
-3.45 -0.271   0.396   0.465  0.0136 0.0883 1.02 
-4.11 -0.0899  0.936   0.457  0.0376 0.133  1.02 
-2.44 -0.365   0.431   0.265  0.0442 0.0818 1.02 
-2.87 0.143   0.655   0.202  0.0202 0.164  0.972
-4.39 0.0235  0.291   0.519  0.0628 0.139  1.01 
-2.11 -0.142   0.515   0.159  0.0255 0.106  1    
-3.71 0.0149  0.24    0.457  0.0486 0.126  1    
-2.77 -0.258   0.277   0.361  0.0378 0.0679 1.02 
-2.58 -0.441   0.105   0.39   0.0124 0.073  1    
-3.65 -0.351   0.547   0.448  0.0736 0.149  0.957
-3    -0.217   -0.0102  0.31   0.0337 0.183  0.947
-3.52 -0.147   0.543   0.326  0.0591 0.126  1.03 
-3.17 -0.0455  -0.0524  0.387  0.0384 0.102  1.01 
-2.48 -0.124   0.829   0.192  0.0431 0.169  0.936
-4.31 0.0166  0.758   0.455  0.0462 0.16   1    
-3.33 -0.229   0.571   0.439  0.0431 0.105  0.997
-2.93 -0.055   0.607   0.254  0.0302 0.129  1    
-3.1  -0.237   0.963   0.187  0.0598 0.208  0.938
-4.2  -0.369   0.402   0.551  0.0802 0.155  0.96 
-1.58 -0.267   0.506   0.163  0.0314 0.132  0.937
-3.6  0.162   0.672   0.234  0.0409 0.188  0.99 
-2.67 -0.452   0.363   0.247  0.0412 0.157  0.958
-2.52 -0.413   0.552   0.292  0.0358 0.109  0.98 
-3.26 -0.0992  0.589   0.277  0.0217 0.163  0.989
-2.61 -0.184   0.684   0.165  0.0349 0.142  0.99 
-3.27 -0.0711  0.444   0.349  0.0178 0.127  1.01 
-4.43 -0.262   0.521   0.466  0.0354 0.186  0.99 
-2.82 0.132   0.427   0.254  0.0431 0.126  0.991
-3.14 -0.241   0.554   0.221  0.0332 0.202  0.955
-3.22 -0.432   0.233   0.49   0.0339 0.101  0.99 
-4.33 0.383   0.202   0.421  0.0306 0.194  0.997
-3.37 -0.126   0.2     0.278  0.0266 0.191  0.976
-3.73 -0.55    0.987   0.353  0.035  0.192  0.969
-3.45 -0.0991  0.0539  0.271  0.0273 0.181  0.978
-2.37 -0.146   0.456   0.0907 0.04   0.17   0.972
-3.76 -0.262   0.487   0.423  0.0583 0.202  0.927
-3.79 -0.106   0.24    0.364  0.0435 0.172  0.987
-3.89 -0.408   0.371   0.483  0.0253 0.196  0.949
-2.77 -0.179   -0.039   0.416  0.0148 0.149  0.939
-2.34 -0.344   0.211   0.258  0.0506 0.0839 1.01 
-3.51 -0.315   0.726   0.347  0.0392 0.218  0.925
-3.96 -0.121   0.332   0.413  0.0258 0.195  0.976
-3.54 -0.63    0.656   0.431  0.0471 0.18   0.94 
-3.42 -0.437   0.0647  0.398  0.0668 0.172  0.942
-3.33 -0.375   0.454   0.327  0.0485 0.167  0.978
-3.69 -0.164   0.683   0.394  0.0442 0.178  0.96 
-3.2  -0.0351  0.528   0.287  0.0339 0.122  1.02 
-2.79 -0.378   0.704   0.283  0.0383 0.184  0.928
-3.8  -0.0771  0.539   0.252  0.0335 0.226  0.966
-3.75 -0.165   0.39    0.444  0.0477 0.118  1.01 
-2.66 -0.0944  0.35    0.242  0.0257 0.147  0.974
-2.5  -0.309   0.147   0.34   0.0165 0.116  0.974
-4.94 -0.146   -0.16    0.679  0.0508 0.14   1.01 
-2.6  -0.172   0.353   0.177  0.0445 0.18   0.951
-4.56 -0.332   0.304   0.59   0.0652 0.122  1.02 
-3.5  -0.00594 0.536   0.251  0.0631 0.153  1.01 
-2.79 -0.24    0.296   0.221  0.0289 0.125  1.02 
-2.42 -0.232   0.317   0.146  0.0235 0.17   0.956
-2.83 -0.246   0.386   0.123  0.0497 0.224  0.943
-3.92 -0.178   0.835   0.427  0.0731 0.189  0.945
-3.56 -0.244   0.597   0.398  0.055  0.103  1.02 
-3.46 -0.247   0.66    0.405  0.0379 0.148  0.975
-3.45 0.0753  0.269   0.35   0.0316 0.147  0.991
-2.98 -0.0002080.16    0.32   0.0168 0.15   0.975
-3.61 -0.45    0.539   0.416  0.0382 0.184  0.95 
-3.79 0.0913  0.492   0.311  0.0566 0.196  0.965
-2.57 -0.574   0.249   0.22   0.0266 0.18   0.941
-3.23 -0.351   -0.0545  0.373  0.0227 0.184  0.944
-2.33 -0.427   -0.122   0.301  0.0353 0.106  0.977
-3.64 -0.2     0.869   0.24   0.0486 0.24   0.939
-2.32 -0.122   0.443   0.231  0.0241 0.127  0.971
-3.31 -0.186   0.915   0.421  0.05   0.0844 1.02 
-2.64 -0.068   0.322   0.324  0.0174 0.132  0.965
-4.14 -0.532   0.592   0.536  0.0437 0.163  0.969
-3.45 -0.193   0.346   0.306  0.0375 0.166  0.982
-5.09 -0.112   0.563   0.449  0.0683 0.26   0.957
-3.66 -0.268   0.701   0.256  0.0594 0.17   1    
-2.63 -0.473   0.206   0.422  0.0298 0.0869 0.988
-3.43 -0.124   0.714   0.385  0.0405 0.172  0.954
-2.54 -0.359   0.777   0.356  0.028  0.08   0.995
-3.53 -0.249   0.252   0.441  0.0283 0.174  0.946
-3.32 -0.101   0.363   0.342  0.0446 0.216  0.912
-5.04 -0.014   0.328   0.639  0.0429 0.161  1.01 
-3.28 -0.194   0.458   0.327  0.0487 0.138  0.992
-2.91 -0.178   0.496   0.257  0.037  0.121  1.01 
-2.82 -0.129   0.453   0.353  0.0233 0.125  0.98 
-3.22 -0.107   0.389   0.252  0.0357 0.201  0.951
-3.59 -0.0798  0.644   0.292  0.0642 0.161  0.997
-3.04 -0.311   0.458   0.414  0.0479 0.0835 1.01 
-4.58 -0.474   0.398   0.502  0.0615 0.0931 1.08 
-3.79 -0.032   0.616   0.437  0.0195 0.169  0.98 
-3.03 0.161   0.649   0.254  0.0392 0.146  0.994
-3.1  -0.0864  0.835   0.15   0.0362 0.196  0.98 
-2.84 -0.41    0.481   0.328  0.0553 0.124  0.972
-4.56 -0.0621  0.488   0.593  0.0391 0.127  1.02 
-2.57 -0.314   0.515   0.252  0.0459 0.115  0.989
-4.37 -0.155   1.1     0.458  0.0709 0.192  0.965
-3.59 -0.0889  0.653   0.359  0.0366 0.183  0.97 
-4.39 -0.0497  0.647   0.461  0.0356 0.133  1.05 
-3.54 0.00819 0.358   0.37   0.0424 0.144  0.991
-4.04 -0.318   0.457   0.471  0.0356 0.211  0.94 
-3.78 -0.274   0.415   0.253  0.0844 0.248  0.93 
-3.53 -0.207   0.787   0.332  0.0403 0.192  0.953
-3.82 -0.241   0.668   0.32   0.0469 0.171  1    
-2.58 -0.0637  0.213   0.249  0.0286 0.0823 1.03 
-3.61 -0.492   0.7     0.396  0.0423 0.193  0.947
-4.57 -0.34    0.059   0.604  0.0581 0.209  0.92 
-4.52 -0.235   0.301   0.532  0.0296 0.178  0.999
-3.97 -0.195   0.774   0.371  0.0908 0.19   0.969
-3.75 -0.0584  0.49    0.449  0.0331 0.156  0.972
-2.86 -0.0783  0.849   0.328  0.0316 0.0943 1.01 
-2.77 -0.138   0.522   0.232  0.0242 0.157  0.972
-4.06 -0.275   0.247   0.676  0.0617 0.101  0.977
-2.79 -0.485   0.614   0.332  0.024  0.139  0.969
-3.06 -0.37    0.316   0.324  0.0586 0.0851 1.03 
-3.22 -0.278   1.03    0.188  0.0479 0.241  0.922
-2.94 -0.218   0.117   0.385  0.026  0.129  0.967
-2.86 -0.536   0.497   0.291  0.0639 0.116  0.99 
-2.88 -0.0305  0.438   0.263  0.0318 0.131  1    
-3.78 -0.014   0.511   0.409  0.0649 0.172  0.963
-2.37 -0.123   0.693   0.156  0.0285 0.123  1    
-3.65 -0.215   0.381   0.468  0.0347 0.132  0.989
-2.97 -0.346   0.139   0.304  0.0484 0.132  0.995
-3.42 0.0703  0.514   0.284  0.0331 0.103  1.05 
-2.23 -0.0563  0.365   0.243  0.009170.12   0.978
-3.42 -0.23    0.764   0.456  0.0222 0.129  0.985
-3.38 -0.37    0.553   0.249  0.0689 0.231  0.928
-2.47 -0.493   0.158   0.271  0.0442 0.108  0.99 
-2.58 -0.0299  0.626   0.27   0.0294 0.0907 1.01 
-3.06 -0.0848  0.665   0.167  0.0497 0.193  0.959
-2.82 -0.227   0.674   0.111  0.0304 0.21   0.969
-3.45 -0.284   0.0968  0.456  0.0179 0.124  1    
-3.35 -0.267   0.728   0.257  0.0371 0.127  1.02 
-2.91 -0.313   0.412   0.346  0.0368 0.172  0.933
-2.72 -0.337   0.191   0.327  0.0507 0.0994 0.988
-3.51 -0.293   0.263   0.46   0.0358 0.0614 1.05 
-3.07 0.0635  0.462   0.286  0.0194 0.156  0.977
-3.52 -0.326   0.431   0.351  0.0352 0.136  1.01 
-3.57 -0.094   0.483   0.294  0.0507 0.192  0.968
-3.38 -0.187   0.309   0.253  0.0654 0.156  0.991
-2.9  -0.232   0.957   0.199  0.0283 0.145  1.01 
-1.7  -0.431   0.428   0.209  0.0228 0.0822 0.98 
-3.47 -0.192   0.613   0.392  0.0264 0.133  0.994
-3.37 -0.219   0.277   0.46   0.0541 0.1    0.992
-3.47 0.0352  0.848   0.32   0.0639 0.176  0.963
-3.28 -0.441   -0.394   0.353  0.0448 0.188  0.951
-3.43 -0.146   -0.00941 0.432  0.0513 0.146  0.966
-2.87 -0.433   0.762   0.266  0.0395 0.0899 1.03 
-5.14 -0.215   1.3     0.508  0.0448 0.29   0.923
-3.88 0.0655  0.245   0.416  0.0409 0.169  0.978
-3.84 -0.314   1.03    0.319  0.0425 0.124  1.05 
-2.76 -0.336   0.599   0.306  0.0319 0.152  0.953
-3.27 -0.232   0.781   0.26   0.0384 0.193  0.956
-3.73 -0.129   0.706   0.421  0.0554 0.13   1    
-2.9  -0.457   0.389   0.328  0.0369 0.151  0.959
-3.78 -0.168   0.469   0.448  0.0473 0.141  0.993
-2.67 -0.11    0.207   0.316  0.0342 0.133  0.969
-3.86 -0.295   0.857   0.459  0.0587 0.126  1.01 
-3.89 -0.286   0.241   0.58   0.0644 0.109  0.98 
-4.47 -0.125   -0.0319  0.478  0.0556 0.191  0.978
-2.62 -0.093   0.309   0.292  0.0295 0.113  0.991
-3.29 -0.318   0.2     0.512  0.0322 0.101  0.983
-3.46 -0.204   0.671   0.343  0.0413 0.0583 1.08 
-2.33 -0.273   0.116   0.209  0.028  0.133  0.976
-3.71 -0.339   0.15    0.477  0.0494 0.125  0.997
-2.72 -0.142   0.613   0.24   0.0281 0.174  0.952
-3.57 -0.328   0.501   0.346  0.0733 0.14   0.999
-3.17 -0.424   0.0577  0.39   0.047  0.121  0.98 
-4.49 -0.046   0.339   0.541  0.0396 0.103  1.05 
-3.05 -0.622   0.3     0.336  0.0551 0.126  0.982
-2.54 -0.182   0.666   0.15   0.0464 0.159  0.971
-1.75 -0.0467  0.283   0.249  0.0126 0.105  0.957
-3.75 -0.088   0.852   0.234  0.0515 0.245  0.935
-4.28 -0.233   0.53    0.489  0.0609 0.19   0.967
-2.83 -0.316   0.575   0.253  0.0465 0.131  0.99 
-3.39 0.0725  0.405   0.312  0.0355 0.16   0.986
-3.93 -0.354   0.456   0.445  0.0485 0.199  0.94 
-4.83 -0.223   0.767   0.452  0.0441 0.265  0.936
-3.33 0.0217  0.252   0.413  0.021  0.2    0.916
-3.73 -0.239   0.452   0.426  0.032  0.122  1.02 
-3.63 -0.485   0.407   0.552  0.0543 0.148  0.94 
-3.04 -0.0834  0.24    0.412  0.0508 0.068  1.02 
-3.48 -0.361   0.179   0.478  0.0455 0.151  0.955
-1.94 -0.426   0.474   0.0123 0.0179 0.187  0.951
-3.17 -0.236   0.682   0.321  0.02   0.16   0.979
-3.27 -0.468   0.672   0.281  0.0571 0.16   0.982
-3.55 -0.36    0.252   0.304  0.0516 0.214  0.951
-2.31 -0.244   0.365   0.231  0.0464 0.137  0.956
-3.44 -0.18    0.764   0.139  0.0551 0.134  1.06 
-3.6  -0.098   0.278   0.418  0.0549 0.151  0.983
-3.12 -0.398   0.653   0.44   0.0317 0.104  0.991
-2.87 -0.332   0.535   0.381  0.0147 0.0619 1.04 
-3.54 -0.432   0.727   0.369  0.054  0.101  1.04 
-4.02 -0.415   0.642   0.392  0.0574 0.189  0.973
-4.41 -0.114   0.207   0.589  0.0308 0.145  0.992
-3.77 -0.232   0.801   0.376  0.0709 0.122  1.01 
-2.69 -0.163   0.0145  0.254  0.0413 0.137  0.97 
-3.35 -0.164   0.517   0.379  0.0332 0.145  0.976
-2.6  -0.267   0.689   0.144  0.0461 0.182  0.947
-3.98 -0.00684 0.725   0.411  0.0475 0.176  0.976
-3.3  -0.255   0.366   0.24   0.0518 0.179  0.978
-2.91 -0.211   0.799   0.233  0.0608 0.147  0.978
-3.03 -0.352   0.756   0.303  0.0498 0.168  0.955
-2.79 -0.399   0.763   0.197  0.062  0.178  0.949
-1.7  0.0337  0.251   0.178  0.028  0.0928 0.981
-3.13 -0.362   0.562   0.367  0.0375 0.136  0.98 
-1.95 -0.599   0.396   0.359  0.0318 0.0498 0.994
-3.31 -0.104   0.607   0.238  0.0284 0.194  0.96 
-4.37 -0.428   0.906   0.324  0.057  0.218  0.996
-3.64 -0.135   0.433   0.433  0.0707 0.168  0.948
-3.23 -0.24    0.644   0.15   0.0413 0.198  0.977
-2.68 -0.464   0.585   0.252  0.0339 0.146  0.974
-3.7  -0.255   0.678   0.403  0.0403 0.195  0.947
-3.01 0.0278  0.7     0.233  0.0522 0.146  0.99 
-4.6  -0.41    0.485   0.602  0.1    0.129  0.993
-3.4  -0.321   0.448   0.281  0.0619 0.205  0.943
-2.23 -0.67    0.461   0.125  0.0146 0.0901 1.04 
-2.02 -0.239   0.334   0.203  0.0175 0.114  0.982
-2.79 -0.189   0.645   0.237  0.0421 0.128  0.996
-2.93 -0.334   0.446   0.253  0.0397 0.139  0.992
-3.42 -0.185   0.454   0.446  0.0233 0.153  0.962
-3.72 -0.0324  0.567   0.339  0.0804 0.167  0.977
-4.59 -0.0335  0.578   0.494  0.0478 0.163  1.01 
-2.74 -0.122   -0.243   0.379  0.0441 0.0796 1.01 
-4.22 -0.258   0.768   0.5    0.0622 0.178  0.968
-3.78 -0.176   0.0761  0.35   0.0598 0.188  0.969
-4.78 -0.325   0.505   0.556  0.0588 0.175  1.01 
-3.22 0.0137  0.512   0.277  0.0423 0.185  0.954
-3.14 -0.35    0.469   0.267  0.0318 0.137  1.01 
-4.35 -0.0565  0.896   0.372  0.0752 0.22   0.968
-3.5  0.0435  0.307   0.377  0.0265 0.138  1    
-3.39 0.0375  0.521   0.404  0.0376 0.13   0.984
-4.17 -0.0179  0.607   0.587  0.0512 0.0938 1.03 
-3.74 -0.205   0.435   0.379  0.0533 0.168  0.986
-3.23 -0.458   0.599   0.274  0.0295 0.167  0.991
-3.42 0.0223  0.553   0.298  0.0414 0.21   0.94 
-2.93 -0.276   0.843   0.114  0.0266 0.214  0.962
-4.46 -0.0356  0.81    0.43   0.0553 0.198  0.985
-3.52 -0.468   0.0635  0.437  0.0512 0.148  0.974
-2.78 -0.161   0.523   0.318  0.0202 0.124  0.984
-3.61 -0.146   0.781   0.346  0.031  0.176  0.982
-3.86 -0.342   0.684   0.481  0.0675 0.188  0.935
-2.21 -0.417   -0.062   0.206  0.0482 0.105  0.992
-4.24 -0.318   0.832   0.524  0.0485 0.113  1.02 
-3.91 -0.0181  0.962   0.401  0.0376 0.175  0.994
-3.25 -0.499   0.128   0.454  0.035  0.126  0.974
-1.97 0.012   0.548   0.237  0.003220.0804 1.01 
-3.02 -0.12    0.476   0.213  0.0327 0.256  0.901
-5.3  -0.492   0.939   0.76   0.056  0.134  1.01 
-4.29 -0.321   0.62    0.477  0.0443 0.232  0.927
-4.12 -0.208   0.817   0.557  0.0529 0.156  0.964
-2.96 -0.408   0.57    0.302  0.0304 0.109  1.01 
-4.92 -0.303   0.687   0.462  0.0769 0.245  0.962
-4.99 -0.257   0.21    0.534  0.0567 0.222  0.978
-2.63 -0.281   0.522   0.301  0.0319 0.0886 1.01 
-4.15 -0.24    0.145   0.559  0.0711 0.226  0.895
-3.99 -0.03    0.378   0.344  0.0631 0.18   0.99 
-3.18 0.155   0.485   0.306  0.0261 0.152  0.986
-4.38 -0.604   0.572   0.533  0.0735 0.173  0.972
-3.5  -0.329   0.678   0.408  0.0445 0.14   0.98 
-5    -0.401   0.776   0.44   0.0693 0.27   0.949
-3.67 -0.293   0.629   0.37   0.0501 0.126  1.02 
-3.19 -0.454   0.52    0.344  0.038  0.102  1.02 
-3.9  -0.101   0.174   0.462  0.0372 0.129  1.01 
-3.92 0.0447  0.451   0.466  0.0467 0.13   1.01 
-2.86 -0.346   -0.0348  0.294  0.0294 0.18   0.943
-4.63 -0.103   0.841   0.362  0.0456 0.312  0.901
-5.14 -0.222   0.686   0.554  0.0422 0.238  0.954
-3.35 -0.287   0.297   0.358  0.0404 0.173  0.962
-1.93 -0.122   0.451   0.197  0.0185 0.0936 0.989
-3.43 -0.033   0.446   0.28   0.0424 0.156  0.999
-4.24 -0.309   0.554   0.498  0.0462 0.183  0.972
-3.22 -0.179   0.408   0.353  0.0399 0.126  1.01 
-2.9  -0.516   0.675   0.334  0.0429 0.0927 1.01 
-3.75 -0.498   0.95    0.425  0.0604 0.153  0.981
-2.98 -0.13    0.418   0.262  0.0245 0.149  0.987
-3.3  -0.103   0.0912  0.434  0.0295 0.153  0.959
-3.4  -0.431   0.441   0.377  0.0504 0.146  0.98 
-2.39 -0.183   0.00264 0.344  0.0294 0.062  1.01 
-5.13 -0.237   0.325   0.737  0.0339 0.164  0.985
-3.16 -0.212   0.0261  0.343  0.0194 0.196  0.936
-3.39 0.0373  0.514   0.364  0.0226 0.128  1.01 
-1.6  -0.4     -0.105   0.319  0.018  0.0472 0.98 
-3.29 -0.336   0.352   0.294  0.0427 0.216  0.932
-3.95 -0.176   -0.0612  0.486  0.0493 0.145  0.995
-4.41 -0.322   0.501   0.39   0.074  0.253  0.926
-4.24 -0.242   0.838   0.474  0.0742 0.0967 1.05 
-1.34 -0.36    0.656   0.0723 0.0374 0.104  0.964
-3.2  0.152   0.528   0.162  0.0336 0.167  1.01 
-3.42 -0.401   0.411   0.356  0.0279 0.229  0.907
-2.19 -0.294   0.107   0.213  0.0307 0.168  0.926
-3.7  -0.124   0.367   0.448  0.0233 0.148  0.995
-3.12 -0.0138  0.328   0.225  0.0444 0.192  0.961
-3.79 -0.0771  0.442   0.371  0.0685 0.181  0.965
-2.62 -0.126   0.0364  0.241  0.0295 0.154  0.964
-3.46 -0.392   0.381   0.405  0.0445 0.138  0.982
-3.42 -0.277   0.591   0.371  0.0239 0.149  0.995
-3.18 -0.196   0.255   0.291  0.0532 0.199  0.936
-3.66 -0.203   1       0.313  0.0525 0.193  0.963
-3.23 -0.393   -0.193   0.375  0.0333 0.0835 1.04 
-3.26 -0.142   0.0487  0.431  0.0529 0.139  0.962
-4.28 -0.27    0.702   0.595  0.0519 0.149  0.979
-3.95 0.0525  0.468   0.418  0.0376 0.174  0.985
-2.6  -0.461   0.126   0.204  0.0526 0.125  0.994
-3.11 -0.223   0.935   0.226  0.0629 0.196  0.945
-3.15 -0.381   0.778   0.25   0.0455 0.203  0.947
-2.79 -0.0901  0.24    0.214  0.0581 0.165  0.96 
-3.92 -0.111   0.858   0.189  0.0693 0.2    1    
-2.77 -0.516   0.402   0.305  0.0378 0.0901 1.02 
-3.38 -0.131   0.501   0.311  0.0292 0.19   0.956
-3.53 -0.221   0.912   0.347  0.0417 0.162  0.984
-3.08 -0.374   1.01    0.179  0.0734 0.213  0.93 
-4.34 0.0302  -0.128   0.57   0.033  0.166  0.982
-3.15 -0.269   0.244   0.35   0.0407 0.159  0.954
-5.33 0.0447  0.866   0.506  0.0577 0.184  1.04 
-3.67 -0.126   0.783   0.345  0.0304 0.218  0.947
-3.05 -0.61    0.763   0.325  0.0395 0.12   1.01 
-3.19 -0.371   0.521   0.313  0.0449 0.111  1.02 
-2.82 -0.408   0.668   0.32   0.0389 0.0853 1.02 
-3.47 -0.622   0.475   0.286  0.0492 0.169  0.991
-3.31 0.0103  0.201   0.326  0.0266 0.132  1    
-3.02 -0.461   0.344   0.17   0.0797 0.208  0.937
-2.93 -0.248   0.446   0.275  0.0466 0.0919 1.04 
-4.08 -0.309   0.354   0.617  0.0336 0.144  0.963
-3.79 -0.0322  0.63    0.309  0.055  0.164  1    
-2.95 -0.364   0.404   0.325  0.0203 0.116  1.01 
-3.08 -0.315   0.657   0.23   0.055  0.145  0.997
-2.49 -0.0878  0.698   0.169  0.0194 0.15   0.984
-3.11 -0.224   0.284   0.241  0.0457 0.116  1.03 
-3.56 -0.483   0.336   0.39   0.0533 0.195  0.939
-3.04 -0.64    0.787   0.281  0.0258 0.214  0.914
-2.05 -0.588   0.38    0.243  0.0312 0.113  0.963
-3.56 -0.481   0.77    0.309  0.046  0.158  1    
-2.8  -0.338   0.573   0.255  0.0446 0.189  0.928
-1.6  -0.392   0.233   0.128  0.0397 0.052  1.03 
-3.12 -0.404   0.822   0.305  0.083  0.198  0.912
-4.36 0.0839  0.411   0.523  0.0294 0.218  0.936
-2.66 -0.127   0.491   0.16   0.0255 0.194  0.949
-4.28 -0.417   0.365   0.465  0.0879 0.169  0.981
-3.06 -0.144   0.241   0.307  0.0345 0.0958 1.03 
-1.91 -0.128   0.166   0.275  0.03   0.0388 1.02 
-3.8  -0.414   0.916   0.382  0.0595 0.2    0.949
-3.69 -0.184   1.06    0.338  0.0471 0.202  0.94 
-3.93 -0.0705  -0.136   0.465  0.0249 0.16   0.995
-3.12 -0.0923  0.347   0.345  0.0254 0.166  0.954
-2.82 -0.244   0.768   0.266  0.0283 0.176  0.948
-2.79 0.09    0.116   0.372  0.0145 0.0659 1.03 
-2.59 -0.489   0.0117  0.188  0.0207 0.173  0.969
-4.68 0.076   0.593   0.501  0.0489 0.233  0.953
-4.82 -0.31    0.895   0.51   0.0879 0.272  0.901
-3.27 -0.298   0.0597  0.333  0.0474 0.164  0.966
-3.93 0.0943  0.463   0.376  0.0388 0.128  1.04 
-3    -0.227   0.818   0.255  0.0346 0.125  1.02 
-3.29 -0.393   0.602   0.204  0.0391 0.169  1    
-3.41 -0.558   -0.0635  0.346  0.0377 0.186  0.956
-2.36 -0.0098  0.698   0.135  0.0268 0.161  0.969
-4.48 -0.254   0.144   0.601  0.0562 0.13   1    
-4.61 -0.174   1.22    0.386  0.051  0.182  1.03 
-3.06 -0.33    0.562   0.203  0.0571 0.197  0.952
-3.87 -0.127   0.498   0.485  0.042  0.136  0.994
-2.49 -0.47    -0.125   0.314  0.0304 0.149  0.942
-3.55 -0.0344  0.461   0.509  0.0203 0.124  0.986
-2.63 -0.157   0.73    0.183  0.0378 0.147  0.981
-3.24 -0.324   0.425   0.338  0.0261 0.173  0.959
-1.97 -0.511   0.376   0.199  0.0425 0.0962 0.977
-1.91 -0.62    0.23    0.135  0.0532 0.122  0.96 
-3.12 -0.212   -0.469   0.36   0.0359 0.143  0.976
-1.92 -0.21    -0.448   0.244  0.0165 0.0752 1    
-3.99 -0.0779  0.741   0.367  0.0655 0.127  1.04 
-2.44 -0.26    0.327   0.209  0.0499 0.0998 1    
-2.36 -0.105   0.0578  0.289  0.041  0.0804 0.998
-2.88 -0.338   0.481   0.288  0.0414 0.104  1.01 
-3.04 0.0504  -0.0329  0.322  0.0212 0.183  0.946
-4.82 -0.116   0.712   0.542  0.078  0.176  0.989
-2.94 -0.2     0.647   0.198  0.0186 0.149  1    
-3.12 -0.0746  0.93    0.277  0.021  0.138  1    
-2.43 -0.0675  0.58    0.166  0.022  0.163  0.963
-3.75 -0.236   0.744   0.414  0.0755 0.17   0.952
-2.56 -0.256   0.348   0.294  0.0167 0.0828 1.02 
-1.43 -0.0482  0.27    0.0728 0.017  0.11   0.982
-3.93 -0.0864  0.406   0.515  0.0252 0.156  0.981
-2.33 -0.325   0.302   0.33   0.0245 0.0208 1.05 
-2.97 -0.032   0.148   0.363  0.0301 0.087  1.02 
-2.11 -0.424   -0.166   0.254  0.0206 0.15   0.943
-3.04 -0.242   0.496   0.383  0.04   0.0883 1.01 
-2.75 -0.283   -0.0305  0.378  0.0275 0.101  0.994
-3.91 0.0117  0.26    0.307  0.0635 0.176  1    
-2.47 -0.616   -0.0169  0.274  0.0465 0.084  1.01 
-1.9  -0.0386  0.063   0.16   0.008860.19   0.912
-3.71 -0.251   1.05    0.478  0.0382 0.121  1    
-3.56 -0.162   0.787   0.409  0.0303 0.106  1.02 
-2.87 -0.127   0.692   0.296  0.0334 0.151  0.967
-4.43 0.0656  0.339   0.533  0.036  0.182  0.965
-3.41 -0.105   0.518   0.29   0.0376 0.224  0.927
-3.54 -0.153   0.557   0.332  0.0194 0.246  0.91 
-3.14 -0.143   0.481   0.267  0.0305 0.155  0.994
-3.8  -0.271   0.684   0.298  0.0448 0.19   0.984
-3.41 -0.204   0.326   0.351  0.0502 0.16   0.972
-2.89 -0.122   0.354   0.275  0.0347 0.141  0.985
-2.94 -0.13    0.807   0.301  0.0214 0.161  0.964
-4.04 -0.66    0.858   0.386  0.0681 0.184  0.982
-3.72 0.0848  0.458   0.403  0.0375 0.099  1.04 
-2.89 -0.146   0.452   0.249  0.0335 0.123  1    
-3.81 -0.0113  0.907   0.301  0.0307 0.214  0.97 
-3.72 -0.372   0.563   0.495  0.0412 0.102  1.02 
-3.09 -0.281   0.899   0.334  0.0606 0.162  0.957
-2.87 -0.675   0.632   0.202  0.0504 0.172  0.961
-2.82 0.0397  0.189   0.303  0.0237 0.107  1.01 
-2.89 -0.45    0.943   0.26   0.0563 0.173  0.943
-3.34 -0.18    0.383   0.345  0.0464 0.127  0.998
-2.52 -0.235   0.683   0.0882 0.0305 0.209  0.954
-3.18 0.0007860.271   0.313  0.0344 0.162  0.97 
-2.63 -0.297   0.174   0.196  0.0342 0.163  0.972
-3.28 -0.235   0.103   0.28   0.0507 0.188  0.961
-4.18 -0.0253  0.689   0.43   0.0391 0.172  0.995
-2.89 -0.279   0.587   0.233  0.052  0.163  0.968
-3.31 -0.373   0.538   0.382  0.0658 0.0983 1.02 
-2.69 -0.278   0.329   0.295  0.0525 0.102  1    
-3.07 -0.383   0.43    0.517  0.0346 0.0754 0.991
-2.57 -0.4     0.584   0.185  0.0433 0.138  0.985
-4.79 -0.319   0.682   0.591  0.0593 0.143  1.02 
-3.24 -0.0238  0.687   0.273  0.045  0.173  0.974
-3.39 -0.558   1.16    0.273  0.0551 0.208  0.931
-2.79 -0.202   0.2     0.292  0.0413 0.105  1    
-1.93 -0.268   0.15    0.183  0.0244 0.141  0.953
-3.58 -0.318   0.594   0.387  0.0342 0.184  0.958
-3.25 -0.261   0.281   0.274  0.038  0.205  0.947
-3.59 -0.0642  -0.0116  0.399  0.042  0.178  0.947
-3.05 -0.126   0.395   0.387  0.0377 0.147  0.957
-3.75 -0.218   0.794   0.408  0.0442 0.142  1.01 
-3.45 -0.244   -0.0216  0.42   0.0418 0.0851 1.04 
-2.7  -0.0806  -0.138   0.283  0.0238 0.13   0.985
-3.17 -0.0284  0.391   0.384  0.0511 0.102  1    
-3.74 -0.158   0.79    0.437  0.0426 0.12   1    
-2.51 -0.41    0.673   0.171  0.0169 0.153  0.977
-2.31 0.0552  0.449   0.234  0.0152 0.146  0.971
-3.41 -0.17    0.914   0.332  0.0434 0.0917 1.05 
-3.49 -0.368   0.998   0.342  0.044  0.16   0.984
-3.73 -0.264   0.383   0.337  0.0415 0.186  0.981
-5    -0.111   0.774   0.425  0.0574 0.245  0.982
-2.63 -0.444   0.235   0.324  0.0312 0.135  0.96 
-3.78 -0.0245  0.428   0.381  0.0692 0.217  0.937
-4.09 -0.00799 0.664   0.31   0.0432 0.216  0.974
-2.8  -0.0919  0.525   0.274  0.0335 0.108  1.01 
-3.9  0.0345  0.385   0.269  0.0477 0.232  0.965
-3.6  -0.398   0.683   0.455  0.0367 0.129  0.998
-4.54 -0.225   0.553   0.573  0.0486 0.192  0.951
-4.5  0.263   0.275   0.493  0.0354 0.153  1.02 
-3.51 -0.313   0.592   0.258  0.0653 0.176  0.981
-4.07 -0.28    0.404   0.412  0.0367 0.233  0.94 
-3.97 0.05    0.548   0.474  0.0288 0.163  0.978
-3.37 -0.423   0.314   0.452  0.0356 0.112  1    
-5.04 -0.273   0.58    0.619  0.0752 0.208  0.95 
-2.61 -0.573   0.569   0.415  0.033  0.074  0.993
-2.43 -0.0804  0.41    0.264  0.0155 0.0914 1.01 
-3.64 -0.186   0.0106  0.401  0.0371 0.137  1.01 
-2.96 -0.342   0.494   0.277  0.0501 0.158  0.96 
-2.59 -0.173   0.359   0.362  0.0217 0.0807 1    
-4.28 -0.264   1.06    0.45   0.0572 0.178  0.99 
-2.61 -0.234   -0.0385  0.214  0.0306 0.192  0.936
-3.09 -0.142   0.479   0.317  0.0335 0.16   0.968
-2.21 -0.165   0.817   0.183  0.0387 0.0928 1    
-3.86 -0.158   0.687   0.411  0.0319 0.163  0.987
-3.79 -0.199   0.381   0.42   0.0301 0.147  1.01 
-3.07 -0.199   0.486   0.313  0.026  0.131  1    
-3.44 0.0186  0.136   0.408  0.0332 0.15   0.984
-3.75 0.168   0.347   0.382  0.0307 0.184  0.975
-3.27 -0.359   0.506   0.252  0.043  0.173  0.984
-2.3  -0.527   0.629   0.272  0.0247 0.102  0.991
-4.05 -0.0635  0.454   0.436  0.0449 0.141  1.01 
-3.52 0.0487  0.401   0.283  0.0466 0.146  1.01 
-2.63 -0.023   0.334   0.189  0.0363 0.16   0.965
-4.79 0.157   0.0855  0.553  0.0379 0.174  1    
-4.15 0.0183  0.522   0.434  0.0408 0.185  0.973
-3.08 -0.0261  0.313   0.372  0.032  0.148  0.966
-4.5  0.0331  0.605   0.462  0.044  0.192  1    
-3.69 -0.314   0.711   0.397  0.0418 0.236  0.904
-2.22 -0.262   0.471   0.207  0.0255 0.112  0.986
-2.85 -0.326   -0.00554 0.384  0.057  0.113  0.968
-4.52 -0.301   0.559   0.611  0.0629 0.125  1.01 
-4.07 -0.062   0.374   0.526  0.0455 0.105  1.03 
-2.93 -0.292   0.852   0.239  0.0324 0.13   1    
-2.48 -0.395   0.599   0.229  0.0304 0.151  0.953
-3.37 -0.00283 0.0616  0.391  0.0335 0.123  1    
-2.72 -0.247   0.546   0.3    0.0555 0.133  0.962
-2.26 -0.665   0.479   0.19   0.0298 0.164  0.939
-2.81 -0.249   0.261   0.261  0.0448 0.179  0.935
-2.21 -0.498   0.209   0.223  0.0405 0.13   0.961
-3.2  -0.191   0.617   0.254  0.0263 0.166  0.982
-2.75 -0.292   0.498   0.279  0.0379 0.106  1    
-2.58 -0.299   0.335   0.247  0.0271 0.137  0.98 
-1.93 -0.493   0.565   0.128  0.0295 0.0928 1.01 
-3.5  -0.452   0.653   0.278  0.0437 0.184  0.975
-3.14 -0.268   0.546   0.187  0.023  0.145  1.03 
-4.02 -0.337   0.848   0.421  0.0415 0.235  0.929
-4.41 -0.00502 0.599   0.446  0.0424 0.177  1    
-3.67 -0.489   0.622   0.417  0.0554 0.139  0.991
-2.93 -0.319   0.511   0.199  0.0699 0.123  1.01 
-1.72 -0.324   0.405   0.0265 0.0148 0.188  0.931
-2.49 -0.124   0.448   0.275  0.0163 0.141  0.966
-5.28 -0.269   0.595   0.567  0.0712 0.255  0.944
-2.19 -0.358   0.568   0.247  0.016  0.0768 1    
-2.95 -0.026   0.394   0.187  0.0397 0.209  0.952
-3.13 -0.363   0.427   0.335  0.0379 0.0988 1.02 
-1.89 -0.182   0.187   0.214  0.0119 0.101  0.984
-2.9  -0.476   0.785   0.184  0.0409 0.182  0.972
-3.86 0.0813  0.608   0.409  0.0484 0.173  0.971
-3.02 -0.173   0.434   0.318  0.0299 0.119  1.01 
-3.71 -0.583   0.452   0.583  0.0605 0.154  0.936
-2.97 -0.454   0.317   0.423  0.042  0.0608 1.03 
-2.83 -0.342   0.558   0.3    0.0558 0.142  0.963
-2.04 0.0446  -0.17    0.181  0.0223 0.141  0.962
-3.08 -0.331   0.133   0.477  0.0223 0.114  0.969
-3.28 -0.188   0.854   0.328  0.0401 0.156  0.968
-2.59 -0.306   -0.113   0.358  0.019  0.114  0.983
-2.7  -0.421   0.259   0.328  0.0424 0.0873 1.02 
-3.56 0.0191  0.668   0.279  0.0452 0.2    0.967
-3.24 -0.258   0.466   0.34   0.0385 0.165  0.973
-5.15 -0.246   0.65    0.672  0.05   0.18   0.979
-3.42 -0.282   0.185   0.342  0.038  0.0297 1.12 
-3.42 -0.615   0.196   0.289  0.061  0.179  0.977
-3.01 -0.0423  0.921   0.177  0.0462 0.154  0.999
-3.75 -0.432   0.403   0.381  0.0721 0.161  0.99 
-3.14 -0.37    0.264   0.308  0.0461 0.152  0.974
-2.63 -0.203   0.502   0.224  0.0437 0.121  0.999
-3.6  -0.27    -0.4     0.455  0.0414 0.137  0.989
-3.41 0.0514  1.01    0.224  0.0372 0.218  0.952
-3.97 -0.0502  0.874   0.333  0.0617 0.158  1.01 
-3.12 -0.477   0.617   0.309  0.0358 0.107  1.02 
-4.09 -0.29    0.795   0.396  0.047  0.199  0.969
-4.26 -0.0931  0.248   0.588  0.0474 0.138  0.987
-2.71 -0.461   0.514   0.307  0.0482 0.107  0.991
-2.89 -0.0815  0.164   0.259  0.0187 0.185  0.954
-3.7  -0.255   0.863   0.38   0.0439 0.174  0.975
-4.22 -0.0924  0.511   0.57   0.0372 0.178  0.954
-2.33 -0.362   0.332   0.224  0.0451 0.149  0.948
-3.86 -0.195   0.648   0.445  0.0546 0.169  0.97 
-4.65 0.032   0.417   0.622  0.0433 0.145  1    
-4.95 -0.305   0.873   0.577  0.0546 0.234  0.939
-1.84 -0.271   0.26    0.155  0.0304 0.125  0.952
-2.86 -0.176   0.812   0.222  0.0429 0.171  0.953
-5.2  -0.147   0.622   0.555  0.0622 0.292  0.907
-3.58 -0.168   0.196   0.343  0.0389 0.162  0.993
-3.84 0.0455  0.392   0.401  0.0318 0.176  0.99 
-3.8  -0.0651  0.369   0.445  0.0288 0.112  1.03 
-3.12 -0.0623  0.353   0.273  0.0552 0.186  0.944
-2.79 0.0128  0.211   0.273  0.0432 0.102  1.02 
-2.35 -0.375   0.648   0.225  0.0257 0.11   0.986
-3.04 -0.244   0.189   0.395  0.0309 0.11   0.994
-2.92 0.0391  0.655   0.269  0.0349 0.129  0.997
-2.78 -0.301   0.314   0.325  0.0494 0.0949 1.01 
-3.5  0.0256  0.52    0.386  0.031  0.156  0.99 
-4.39 -0.41    0.756   0.525  0.0377 0.256  0.898
-2.78 -0.083   0.493   0.206  0.0459 0.165  0.97 
-3.26 -0.106   0.154   0.528  0.0337 0.0976 0.993
-2.6  0.0248  0.345   0.18   0.0304 0.169  0.963
-4.77 -0.443   0.13    0.597  0.0614 0.103  1.05 
-3.64 -0.533   0.488   0.505  0.0338 0.143  0.966
-3.26 -0.233   0.607   0.425  0.0223 0.136  0.973
-4.61 -0.294   0.498   0.585  0.0572 0.104  1.05 
-3.12 -0.132   0.645   0.285  0.0396 0.128  1    
-3.28 -0.104   0.437   0.266  0.0292 0.117  1.05 
-4.93 -0.101   0.77    0.466  0.0586 0.095  1.11 
-3.24 -0.419   -0.0656  0.454  0.0514 0.158  0.937
-4.18 -0.3     0.434   0.376  0.0838 0.199  0.974
-3.51 -0.103   0.602   0.29   0.0391 0.196  0.96 
-3.28 0.115   0.42    0.364  0.0229 0.104  1.02 
-3.09 -0.444   0.324   0.358  0.0468 0.0997 1.01 
-4.42 -0.148   0.891   0.379  0.058  0.193  0.995
-3.28 -0.334   0.502   0.398  0.0416 0.117  1    
-3.61 -0.0843  0.0583  0.56   0.0312 0.0609 1.04 
-3.33 -0.183   0.571   0.343  0.0201 0.15   0.999
-3.45 -0.105   0.683   0.389  0.0248 0.127  1.01 
-4.75 -0.0007830.371   0.54   0.0376 0.138  1.04 
-2.54 -0.176   0.747   0.237  0.0327 0.102  1.01 
-2.65 -0.46    0.718   0.285  0.0464 0.138  0.952
-2.98 0.0816  0.3     0.217  0.0366 0.16   0.98 
-3.14 -0.144   0.0897  0.25   0.0428 0.205  0.943
-3.46 -0.149   0.532   0.254  0.0391 0.0732 1.11 
-3.12 -0.0551  0.35    0.261  0.0494 0.185  0.956
-2.45 -0.395   0.732   0.167  0.0431 0.147  0.972
-3.34 -0.389   0.441   0.404  0.0533 0.163  0.946
-2.45 -0.228   0.122   0.314  0.0347 0.0906 0.994
-3.02 0.0227  0.336   0.325  0.0349 0.11   1.02 
-3.39 -0.352   0.426   0.447  0.0528 0.13   0.974
-3.33 -0.437   0.329   0.339  0.0453 0.139  0.988
-3.39 -0.12    0.768   0.32   0.0415 0.127  1.01 
-2.51 -0.238   0.257   0.285  0.0207 0.151  0.956
-2.24 -0.0273  0.213   0.223  0.0263 0.112  0.99 
-2.93 -0.348   -0.0313  0.321  0.0358 0.131  0.987
-3.33 -0.218   0.473   0.32   0.0387 0.127  1.01 
-1.92 -0.114   0.063   0.235  0.0279 0.13   0.949
-2.57 -0.232   0.202   0.347  0.0369 0.0551 1.03 
-3.69 -0.375   0.515   0.473  0.0328 0.148  0.981
-3.6  -0.462   0.525   0.393  0.0272 0.181  0.965
-2.53 -0.688   0.15    0.336  0.0619 0.0578 1.02 
-4.31 0.0562  0.233   0.555  0.0392 0.161  0.977
-3    -0.527   0.855   0.191  0.0561 0.175  0.968
-2.94 -0.445   0.608   0.259  0.0354 0.171  0.965
-3.58 -0.059   0.514   0.246  0.045  0.268  0.901
-4.04 -0.267   0.25    0.437  0.0726 0.157  0.998
-4.09 -0.182   0.642   0.359  0.0477 0.205  0.967
-2.62 -0.381   0.587   0.261  0.0304 0.0894 1.02 
-1.69 -0.177   0.38    0.143  0.0241 0.098  0.982
-2.95 -0.329   0.428   0.381  0.0459 0.089  1.01 
-3.49 -0.39    0.716   0.317  0.0492 0.179  0.974
-3.47 -0.127   0.234   0.277  0.0509 0.15   1.01 
-2.82 -0.071   0.619   0.302  0.037  0.113  0.993
-2.57 -0.511   -0.145   0.313  0.057  0.169  0.915
-4.21 -0.0392  0.633   0.38   0.0593 0.186  0.99 
-4.62 -0.259   0.126   0.7    0.0263 0.127  0.997
-2.56 -0.318   0.26    0.362  0.0535 0.0505 1.02 
-2.92 0.0832  0.216   0.201  0.028  0.131  1.02 
-3.04 -0.161   0.464   0.252  0.0279 0.162  0.977
-3.69 -0.457   0.537   0.408  0.0382 0.225  0.92 
-4.6  -0.00582 0.539   0.619  0.0201 0.159  0.993
-4.54 -0.422   0.535   0.532  0.0645 0.18   0.974
-4.68 -0.0104  0.645   0.438  0.0362 0.188  1.01 
-3.69 -0.374   0.946   0.379  0.0333 0.22   0.934
-3.02 -0.11    0.998   0.127  0.042  0.175  0.994
-3.11 -0.427   0.0264  0.45   0.0136 0.125  0.975
-3.2  -0.208   0.471   0.222  0.0627 0.189  0.962
-3    -0.0447  0.077   0.272  0.0426 0.147  0.989
-3.98 -0.165   0.75    0.353  0.0557 0.205  0.959
-1.9  -0.241   0.466   0.167  0.0223 0.14   0.947
-2.25 -0.305   0.172   0.234  0.026  0.0945 1    
-2.64 0.0302  0.322   0.253  0.0283 0.14   0.973
-3.44 -0.346   0.0495  0.4    0.0345 0.153  0.985
-2.08 -0.37    0.249   0.222  0.0246 0.0864 1.01 
-3.37 -0.529   0.256   0.425  0.0329 0.135  0.98 
-3.82 -0.0888  0.635   0.298  0.0386 0.244  0.936
-4.16 -0.134   0.105   0.577  0.0424 0.114  1.01 
-2.11 -0.185   0.489   0.05   0.0401 0.104  1.03 
-2.48 0.0123  -0.0853  0.301  0.048  0.11   0.97 
-3.68 0.0317  0.303   0.472  0.0306 0.0972 1.03 
-4.32 -0.147   0.558   0.359  0.0666 0.196  0.993
-3.5  -0.274   1.08    0.336  0.0422 0.126  1.02 
-3.19 -0.117   0.379   0.379  0.0267 0.083  1.04 
-4.58 -0.261   1.17    0.392  0.0919 0.169  1.03 
-3.26 0.00663 0.402   0.236  0.0475 0.191  0.963
-1.55 -0.246   0.413   0.131  0.024  0.0636 1    
-3.41 -0.288   0.421   0.316  0.0375 0.136  1.01 
-2.79 0.0137  0.806   0.206  0.0366 0.159  0.965
-2.97 -0.211   0.445   0.314  0.0288 0.141  0.982
-3.94 -0.308   0.324   0.522  0.0256 0.079  1.05 
-2.07 -0.233   0.373   0.191  0.0362 0.116  0.971
-3.53 -0.28    0.701   0.344  0.0309 0.202  0.942
-3.58 -0.156   0.941   0.312  0.0434 0.148  1.01 
-3.93 -0.152   0.841   0.432  0.0195 0.164  0.994
-3.64 -0.0687  0.253   0.361  0.0306 0.142  1.01 
-2.19 -0.234   0.24    0.238  0.0262 0.118  0.975
-4.27 -0.129   0.134   0.495  0.0579 0.11   1.04 
-3.34 0.0457  0.366   0.315  0.0689 0.18   0.944
-4.02 -0.0437  0.823   0.281  0.0368 0.259  0.942
-3.97 -0.0311  0.297   0.443  0.0439 0.174  0.975
-2.63 -0.00652 0.393   0.239  0.031  0.143  0.972
-2.83 -0.366   0.707   0.193  0.0364 0.151  0.996
-3.75 -0.301   0.478   0.403  0.0361 0.227  0.927
-3.39 -0.0714  0.474   0.278  0.0366 0.163  0.99 
-2.82 -0.369   0.0635  0.385  0.0351 0.131  0.961
-3.62 -0.174   0.592   0.421  0.0445 0.0952 1.04 
-4.14 -0.285   1.04    0.443  0.0517 0.181  0.976
-3.79 0.061   0.955   0.229  0.0765 0.246  0.94 
-4.69 -0.126   0.149   0.499  0.0738 0.199  0.984
-4.21 -0.351   0.564   0.486  0.0477 0.1    1.05 
-2.57 -0.118   0.204   0.228  0.0294 0.147  0.976
-2.89 -0.315   0.726   0.205  0.041  0.199  0.942
-2.23 -0.268   0.538   0.157  0.0224 0.12   1.01 
-2.97 -0.034   1.07    0.07   0.0431 0.242  0.94 
-3.43 -0.12    0.683   0.325  0.0284 0.168  0.983
-2.59 -0.309   0.486   0.276  0.0224 0.105  1    
-2.63 -0.0866  0.0679  0.294  0.0302 0.109  0.997
-2.66 -0.508   0.777   0.0667 0.0473 0.179  0.982
-3.57 -0.0703  0.738   0.417  0.0434 0.114  1    
-4.32 -0.0686  0.836   0.418  0.0616 0.121  1.06 
-3.63 -0.342   0.241   0.452  0.0279 0.148  0.987
-1.88 -0.296   0.396   0.139  0.0269 0.12   0.982
-2.3  -0.423   0.656   0.233  0.0146 0.129  0.973
-3.77 -0.296   0.5     0.438  0.0372 0.158  0.981
-2.6  -0.496   0.695   0.149  0.0467 0.138  0.991
-1.9  -0.101   0.154   0.168  0.0201 0.131  0.958
-2.89 -0.124   0.913   0.261  0.0237 0.138  0.989
-4.84 -0.26    0.28    0.551  0.0519 0.226  0.949
-2.91 -0.161   0.552   0.163  0.0414 0.196  0.95 
-4.36 -0.188   0.32    0.467  0.097  0.134  1.03 
-4.21 -0.0456  0.082   0.53   0.0479 0.159  0.981
-2.26 -0.137   0.334   0.224  0.0174 0.149  0.955
-4.69 -0.294   0.396   0.59   0.0498 0.191  0.971
-3.97 -0.344   0.794   0.372  0.0745 0.232  0.92 
-3.43 -0.0439  0.469   0.264  0.034  0.182  0.984
-3.11 -0.0807  0.175   0.425  0.0237 0.0909 1.01 
-2.86 -0.108   0.453   0.249  0.0203 0.158  0.976
-3.69 -0.148   0.32    0.518  0.025  0.129  0.992
-3.31 -0.0708  0.699   0.225  0.022  0.208  0.961
-2.07 -0.379   0.0954  0.2    0.0237 0.0669 1.03 
-3.43 -0.3     0.224   0.362  0.0504 0.121  1.01 
-2.8  -0.0943  0.842   0.174  0.0309 0.165  0.983
-3.64 -0.182   0.0001190.477  0.046  0.192  0.928
-2.59 -0.203   0.848   0.173  0.0233 0.156  0.976
-3.55 -0.0964  0.426   0.235  0.0331 0.222  0.967
-2.93 -0.0923  0.304   0.289  0.0191 0.156  0.979
-3.52 -0.503   0.312   0.411  0.0317 0.0824 1.05 
-3.2  -0.0231  0.592   0.191  0.0309 0.23   0.932
-3.04 -0.43    0.418   0.357  0.0356 0.0833 1.03 
-3.15 -0.328   0.0867  0.401  0.0439 0.155  0.947
-4.9  -0.203   0.433   0.544  0.0713 0.186  0.985
-3.42 -0.377   0.0533  0.465  0.0221 0.197  0.92 
-3.21 -0.281   0.901   0.294  0.0397 0.185  0.963
-3    -0.157   0.298   0.325  0.0215 0.155  0.971
-3.92 -0.144   0.844   0.452  0.0597 0.125  0.997
-3.29 -0.492   0.52    0.384  0.0346 0.13   0.991
-3.32 -0.117   0.232   0.362  0.0433 0.144  0.981
-2.75 -0.221   0.534   0.26   0.0353 0.17   0.945
-2.41 -0.199   0.0989  0.251  0.0272 0.143  0.958
-4.25 -0.314   0.459   0.512  0.0585 0.127  1.01 
-3.41 -0.14    0.985   0.269  0.0445 0.166  0.992
-4.06 -0.272   0.224   0.336  0.0364 0.206  0.972
-4.26 -0.126   0.91    0.534  0.0472 0.221  0.916
-2.75 -0.306   0.398   0.488  0.0202 0.0526 1.01 
-4.44 0.0628  0.432   0.48   0.0348 0.182  0.996
-3.36 -0.127   0.275   0.428  0.0345 0.122  0.994
-2.15 -0.331   0.249   0.265  0.0251 0.0853 1    
-3.28 0.0805  -0.00994 0.466  0.0153 0.148  0.965
-1.82 -0.17    0.316   0.163  0.0222 0.13   0.959
-4.65 -0.187   0.31    0.599  0.054  0.162  0.99 
-3.56 -0.427   0.53    0.398  0.0365 0.139  0.999
-2.96 -0.149   0.364   0.264  0.0322 0.175  0.966
-2.92 -0.208   0.232   0.229  0.0499 0.152  0.981
-3.84 -0.31    0.765   0.325  0.0394 0.179  0.998
-3.09 -0.487   0.574   0.38   0.0336 0.073  1.03 
-3.58 0.138   -0.0125  0.371  0.0224 0.15   0.997
-5.43 -0.287   0.601   0.553  0.104  0.179  1.01 
-3.49 -0.114   -0.12    0.508  0.0333 0.112  0.99 
-3.12 0.0113  0.632   0.314  0.0167 0.207  0.933
-2.99 -0.201   0.652   0.281  0.0364 0.158  0.978
-4.46 -0.27    0.623   0.527  0.0661 0.149  0.998
-3.29 -0.0583  0.863   0.239  0.0464 0.182  0.97 
-3.42 -0.301   0.508   0.338  0.0401 0.148  0.987
-3.16 -0.138   0.458   0.307  0.0566 0.176  0.953
-2.88 -0.0807  0.775   0.247  0.0397 0.122  1.01 
-3.84 -0.226   0.205   0.356  0.0515 0.186  0.978
-2.45 -0.0705  0.245   0.302  0.0193 0.122  0.962
-3.95 -0.354   0.941   0.467  0.0698 0.132  0.996
-3.24 -0.0578  0.359   0.324  0.0165 0.164  0.986
-2.69 -0.0356  0.749   0.199  0.0332 0.19   0.939
-2.25 -0.196   0.169   0.245  0.0316 0.0788 1.02 
-3.53 -0.502   0.568   0.45   0.0316 0.177  0.945
-3.97 -0.478   0.27    0.503  0.053  0.129  1.01 
-4.2  0.0643  0.438   0.442  0.0325 0.18   0.995
-2.72 -0.348   0.136   0.385  0.0137 0.113  0.986
-4    -0.25    0.712   0.495  0.0363 0.148  0.984
-3.21 -0.213   0.272   0.296  0.0564 0.122  1    
-3.76 -0.00505 0.807   0.299  0.0481 0.233  0.935
-3.41 -0.177   0.22    0.505  0.0299 0.12   0.979
-3.33 -0.326   1.14    0.298  0.0432 0.138  0.997
-2.34 -0.397   -0.0142  0.285  0.0341 0.117  0.971
-4.28 -0.3     1.08    0.339  0.0547 0.206  0.988
-3.47 -0.249   0.628   0.303  0.0672 0.161  0.978
-2.83 -0.306   0.499   0.35   0.0415 0.133  0.966
-2.95 -0.213   0.615   0.263  0.03   0.139  0.986
-3.42 -0.123   0.227   0.439  0.0488 0.0794 1.03 
-3.84 -0.182   0.506   0.284  0.0498 0.141  1.04 
-4    -0.209   -0.162   0.368  0.0576 0.182  0.987
-3.92 0.133   0.692   0.417  0.0374 0.152  1    
-2.73 -0.265   0.332   0.299  0.0145 0.138  0.984
-2.29 -0.366   -0.125   0.185  0.0444 0.131  0.975
-1.2  -0.416   0.00755 0.165  0.0157 0.0655 0.977
-2.32 -0.353   0.174   0.299  0.0273 0.116  0.967
-2.66 -0.18    0.544   0.221  0.0441 0.0828 1.04 
-1.92 -0.0178  0.176   0.153  0.0164 0.148  0.957
-3.15 0.23    0.659   0.282  0.0336 0.176  0.956
-3.51 -0.314   0.198   0.314  0.043  0.187  0.964
-3.96 -0.297   0.261   0.442  0.0386 0.132  1.02 
-3.86 -0.348   -0.0545  0.527  0.0513 0.0925 1.03 
-2.65 -0.323   0.353   0.307  0.0328 0.0957 1    
-2.74 -0.253   0.157   0.29   0.0283 0.156  0.956
-2.65 -0.158   0.77    0.114  0.0378 0.206  0.938
-4.28 -0.0593  0.775   0.428  0.052  0.174  1.01 
-3.96 -0.143   0.642   0.423  0.0447 0.187  0.972
-3.48 -0.318   0.463   0.38   0.0426 0.162  0.961
-4.46 -0.248   -0.0892  0.672  0.0303 0.189  0.936
-3.58 -0.314   -0.669   0.569  0.0515 0.0816 1.01 
-4.18 -0.288   0.463   0.462  0.0564 0.196  0.963
-2.74 -0.196   -0.0781  0.315  0.0273 0.055  1.05 
-3.4  -0.518   0.542   0.298  0.0326 0.251  0.904
-4.4  -0.4     1.07    0.339  0.0682 0.182  1.02 
-3.45 -0.395   1.09    0.35   0.0356 0.223  0.915
-2.96 -0.846   0.233   0.303  0.056  0.128  0.98 
-3.28 -0.362   0.791   0.34   0.0502 0.127  1    
-2.95 0.0463  0.892   0.18   0.0324 0.182  0.966
-2.47 -0.298   0.132   0.115  0.0419 0.193  0.95 
-3.12 -0.549   0.472   0.278  0.0488 0.243  0.892
-2.82 -0.116   0.108   0.174  0.0526 0.174  0.969
-2.57 -0.502   0.555   0.0427 0.0623 0.239  0.92 
-3.13 -0.406   -0.0898  0.376  0.0458 0.14   0.971
-3.28 -0.0656  0.627   0.306  0.0305 0.187  0.948
-3.51 -0.25    0.41    0.344  0.0383 0.185  0.956
-2.96 -0.322   0.648   0.319  0.0304 0.0797 1.04 
-2.67 -0.0349  0.608   0.24   0.0239 0.183  0.929
-3.06 -0.306   0.127   0.3    0.0336 0.0974 1.04 
-2.63 -0.131   0.48    0.175  0.0382 0.17   0.959
-3.21 -0.25    0.545   0.296  0.0425 0.152  0.985
-3.42 -0.361   -0.122   0.494  0.0466 0.134  0.964
-3.3  -0.499   0.657   0.201  0.0383 0.197  0.972
-2.68 -0.155   -0.0977  0.345  0.0418 0.0889 0.999
-4    -0.167   0.105   0.478  0.0494 0.127  1.02 
-4.26 -0.246   0.937   0.46   0.0379 0.176  0.993
-2.24 -0.312   0.431   0.141  0.0359 0.162  0.949
-2.8  -0.256   0.597   0.279  0.0433 0.152  0.963
-1.84 -0.0911  0.0654  0.122  0.0399 0.144  0.944
-2.73 -0.373   0.237   0.354  0.0373 0.103  0.995
-4.22 -0.166   0.126   0.449  0.0783 0.132  1.02 
-2.85 -0.0146  0.375   0.258  0.0297 0.145  0.987
-4.59 -0.293   0.503   0.542  0.0426 0.193  0.978
-3.06 0.069   -0.00312 0.329  0.0201 0.099  1.03 
-2.65 -0.405   0.0442  0.359  0.0448 0.0652 1.02 
-3.85 -0.249   0.362   0.481  0.0512 0.132  0.989
-2.99 -0.147   0.923   0.0752 0.0615 0.191  0.986
-4.08 -0.332   0.428   0.575  0.0615 0.127  0.985
-3.29 -0.234   0.462   0.174  0.0563 0.191  0.981
-2.2  -0.503   0.553   0.298  0.0216 0.0578 1.02 
-3.37 -0.632   0.258   0.396  0.0736 0.195  0.924
-2.12 -0.117   0.29    0.161  0.025  0.167  0.937
-2.95 -0.244   0.231   0.262  0.0736 0.155  0.958
-3.85 -0.182   0.233   0.457  0.0434 0.114  1.03 
-3.04 -0.4     0.493   0.207  0.0448 0.226  0.922
-4.18 -0.37    0.817   0.373  0.0497 0.202  0.98 
-3.01 -0.159   0.0454  0.403  0.0177 0.186  0.921
-3.81 -0.561   0.669   0.429  0.0593 0.131  1.01 
-3.05 0.145   0.766   0.199  0.0262 0.197  0.949
-2.55 -0.393   0.231   0.196  0.0415 0.128  0.986
-2.99 -0.359   0.664   0.163  0.0455 0.188  0.972
-3.79 -0.211   0.699   0.379  0.0466 0.219  0.932
-3.36 -0.29    0.642   0.301  0.0682 0.196  0.945
-3.1  -0.253   0.158   0.378  0.0316 0.125  0.982
-3    -0.149   0.46    0.346  0.0415 0.138  0.967
-3.12 -0.356   -0.469   0.477  0.043  0.125  0.958
-2.8  -0.494   0.312   0.274  0.049  0.134  0.979
-3.67 -0.227   0.0534  0.325  0.0683 0.257  0.894
-3.21 -0.338   0.581   0.262  0.0332 0.144  1.02 
-2.69 -0.182   0.324   0.141  0.0375 0.137  1.01 
-3.14 -0.108   0.0451  0.257  0.0396 0.158  0.985
-3.57 -0.374   -0.113   0.402  0.036  0.199  0.944
-2.14 -0.426   0.418   0.292  0.0282 0.0529 1.02 
-4.22 -0.165   -0.165   0.559  0.0616 0.164  0.963
-1.97 -0.373   0.0272  0.239  0.0499 0.103  0.961
-4.64 -0.0634  -0.119   0.576  0.0438 0.13   1.03 
-4.49 -0.167   0.518   0.618  0.0551 0.167  0.969
-2.77 -0.132   0.318   0.365  0.0199 0.116  0.98 
-3.09 -0.33    0.141   0.419  0.0427 0.0689 1.03 
-2.69 -0.354   0.596   0.23   0.033  0.105  1.01 
-3.37 -0.465   0.648   0.293  0.0481 0.141  1.01 
-2.49 -0.364   0.0314  0.385  0.0245 0.0955 0.972
-5.4  0.0151  0.546   0.473  0.0491 0.265  0.968
-3.46 -0.245   1.1     0.261  0.0241 0.151  1.02 
-2.93 -0.344   0.407   0.253  0.0462 0.131  0.996
-2.66 -0.00531 0.608   0.155  0.0218 0.183  0.955
-2.94 -0.432   0.15    0.337  0.0277 0.125  1    
-3.72 -0.244   0.387   0.475  0.0545 0.11   1.01 
-2.97 -0.154   0.688   0.235  0.0302 0.151  0.994
-3.69 0.0444  0.823   0.197  0.0713 0.199  0.987
-3.02 -0.453   0.691   0.346  0.0309 0.123  0.993
-2.23 -0.162   0.257   0.192  0.0273 0.092  0.999
-3.83 -0.175   0.232   0.428  0.0281 0.209  0.942
-2.94 -0.165   0.0409  0.309  0.0384 0.123  0.992
-3.61 -0.103   0.66    0.27   0.0606 0.169  1    
-2.55 -0.256   0.596   0.228  0.0447 0.0865 1.02 
-2.77 -0.174   0.17    0.386  0.0321 0.0812 1.01 
-2.81 -0.27    1.06    0.19   0.0295 0.175  0.967
-3.19 -0.236   0.232   0.452  0.0295 0.0992 0.996
-3.62 -0.242   0.408   0.413  0.0414 0.167  0.965
-3.63 -0.268   0.431   0.426  0.0283 0.155  0.974
-2.65 -0.532   0.433   0.283  0.0651 0.123  0.983
-2.18 -0.269   0.696   0.104  0.0319 0.142  0.975
-4.52 -0.117   0.729   0.455  0.0555 0.189  0.999
-3.25 -0.428   0.676   0.411  0.0496 0.131  0.977
-4.06 -0.354   0.677   0.479  0.0482 0.132  1    
-3.9  -0.125   0.512   0.445  0.0453 0.111  1.03 
-3.52 -0.0962  0.774   0.349  0.0429 0.166  0.97 
-4.37 -0.315   0.542   0.505  0.038  0.138  1.03 
-3.54 -0.42    0.563   0.404  0.0349 0.172  0.954
-2.98 -0.302   0.229   0.405  0.0316 0.0796 1.01 
-3.99 -0.119   0.576   0.442  0.0417 0.158  0.988
-3.63 -0.572   0.606   0.294  0.0495 0.226  0.947
-2.81 -0.301   0.492   0.331  0.035  0.181  0.929
-2.74 -0.734   0.806   0.22   0.0609 0.119  1    
-4.32 -0.163   -0.286   0.537  0.0512 0.144  1.01 
-3.58 -0.53    0.447   0.381  0.0611 0.204  0.929
-3.77 -0.187   0.745   0.346  0.0396 0.155  1    
-3.69 -0.457   0.556   0.458  0.0503 0.151  0.97 
-2.98 -0.222   0.583   0.354  0.0333 0.135  0.974
-3.2  -0.499   0.506   0.355  0.0523 0.14   0.965
-3.43 -0.199   0.668   0.237  0.0302 0.197  0.974
-4.25 -0.299   0.628   0.461  0.0504 0.163  1.01 
-2.4  0.129   0.679   0.0991 0.0316 0.162  0.98 
-4.12 -0.139   0.81    0.56   0.0224 0.145  0.981
-3.15 -0.049   0.306   0.336  0.026  0.182  0.944
-3.77 -0.205   0.204   0.428  0.0316 0.208  0.943
-2.82 -0.415   0.545   0.227  0.0388 0.177  0.951
-4    -0.0703  0.705   0.367  0.0697 0.179  0.981
-3.12 -0.156   0.125   0.378  0.0378 0.154  0.949
-3.86 -0.29    0.743   0.282  0.0463 0.239  0.954
-2.8  -0.246   0.631   0.271  0.0138 0.161  0.97 
-3.82 -0.315   0.868   0.414  0.0453 0.189  0.958
-3.58 -0.332   0.187   0.365  0.0405 0.171  0.979
-3.79 -0.13    0.352   0.417  0.0646 0.18   0.954
-4.77 -0.159   0.648   0.634  0.0326 0.2    0.955
-3.52 0.0944  0.747   0.297  0.0356 0.206  0.952
-3.01 -0.0201  0.662   0.294  0.0386 0.179  0.95 
-2.64 -0.189   0.641   0.23   0.0289 0.131  0.994
-4.08 -0.101   0.0383  0.481  0.0662 0.171  0.975
-3.86 -0.184   0.659   0.354  0.0515 0.223  0.953
-2.29 -0.286   0.468   0.261  0.0388 0.134  0.953
-2.45 -0.402   0.564   0.315  0.0314 0.0857 1    
-3.24 -0.463   0.759   0.444  0.0541 0.101  0.993
-2.62 -0.271   0.518   0.251  0.0433 0.14   0.963
-2.99 -0.00458 0.694   0.258  0.0396 0.146  0.986
-2.47 0.0357  -0.0708  0.285  0.0365 0.13   0.963
-3.54 -0.284   0.421   0.334  0.0462 0.167  0.987
-3.63 -0.221   0.971   0.28   0.0391 0.175  0.994
-4.36 0.122   0.374   0.35   0.0409 0.247  0.96 
-3.16 -0.546   0.653   0.312  0.0539 0.0719 1.06 
-2.67 -0.22    0.661   0.251  0.0371 0.098  1.01 
-3.03 -0.195   0.606   0.382  0.0289 0.102  1.01 
-2.86 -0.166   0.27    0.172  0.0372 0.248  0.901
-2.44 -0.267   0.484   0.15   0.0274 0.153  0.981
-3.08 -0.674   0.849   0.309  0.077  0.0809 1.03 
-3.75 -0.059   0.0413  0.415  0.0441 0.189  0.951
-4.33 -0.241   0.799   0.455  0.048  0.139  1.03 
-2.39 -0.107   0.34    0.17   0.0282 0.136  0.991
-4.62 0.165   0.61    0.521  0.0657 0.179  0.973
-3.46 -0.182   0.448   0.389  0.0365 0.189  0.94 
-2.74 -0.368   0.417   0.23   0.0297 0.166  0.972
-2.22 -0.293   0.49    0.26   0.0243 0.164  0.921
-3.03 -0.303   0.124   0.374  0.0449 0.125  0.975
-4.03 -0.27    0.294   0.412  0.0612 0.188  0.98 
-3.66 0.0446  0.118   0.335  0.0436 0.173  0.984
-3.91 -0.141   0.472   0.349  0.0691 0.14   1.02 
-1.83 -0.293   0.807   0.108  0.0362 0.162  0.93 
-1.7  -0.112   0.316   0.148  0.0174 0.0824 1.01 
-4.31 -0.304   0.678   0.456  0.0417 0.196  0.978
-4.06 -0.0244  0.857   0.321  0.0429 0.227  0.968
-3.46 -0.245   0.149   0.487  0.0567 0.0893 1    
-3.14 -0.284   0.233   0.343  0.0378 0.159  0.967
-3.03 -0.141   0.488   0.246  0.0463 0.1    1.03 
-3.85 0.184   -0.0302  0.414  0.0418 0.185  0.966
-3.08 -0.109   0.553   0.245  0.0721 0.2    0.931
-1.88 -0.414   0.512   0.213  0.0312 0.108  0.967
-3.21 -0.228   0.0501  0.318  0.0472 0.169  0.961
-3.02 -0.537   0.215   0.286  0.0397 0.137  1.01 
-3.25 -0.0924  0.375   0.354  0.0385 0.177  0.951
-3.45 -0.103   0.463   0.417  0.0434 0.146  0.973
-3.22 -0.109   0.646   0.341  0.0291 0.135  0.99 
-2.82 -0.208   0.266   0.352  0.0273 0.121  0.98 
-2.54 -0.0365  0.461   0.232  0.0265 0.0843 1.03 
-3.36 -0.162   0.399   0.328  0.0428 0.176  0.955
-2.55 -0.144   0.663   0.139  0.0272 0.2    0.938
-3.04 -0.217   0.698   0.234  0.0462 0.12   1.02 
-4.44 0.0433  0.571   0.448  0.0294 0.161  1.03 
-4.09 -0.56    0.984   0.422  0.0976 0.148  0.984
-4.27 -0.276   0.773   0.417  0.0371 0.234  0.951
-3.65 -0.279   0.639   0.3    0.0312 0.212  0.974
-2.72 -0.139   -0.119   0.355  0.0319 0.109  0.985
-3.19 -0.0212  0.157   0.344  0.0426 0.151  0.971
-2.51 -0.469   0.149   0.357  0.0331 0.0895 0.981
-2.89 -0.309   0.103   0.247  0.0417 0.0561 1.07 
-3.61 -0.394   0.0654  0.417  0.0612 0.205  0.92 
-2.16 -0.184   0.323   0.185  0.0155 0.089  1.02 
-3.12 -0.479   0.247   0.353  0.0549 0.0726 1.03 
-3.51 -0.357   0.654   0.472  0.0385 0.0847 1.02 
-2.23 -0.445   0.774   0.147  0.0476 0.133  0.979
-3.53 -0.191   0.602   0.303  0.0369 0.218  0.943
-3.75 -0.18    0.743   0.347  0.0598 0.212  0.938
-4.22 -0.363   0.35    0.471  0.035  0.199  0.959
-2.89 -0.49    0.178   0.271  0.0418 0.112  1.02 
-4.32 -0.189   0.374   0.395  0.0495 0.235  0.943
-2.77 -0.267   0.559   0.175  0.0435 0.145  0.984
-2.4  -0.28    0.596   0.0742 0.0368 0.156  0.986
-3.57 -0.0197  0.0666  0.511  0.0302 0.124  0.979
-3.69 -0.243   0.243   0.482  0.0293 0.155  0.974
-2.87 -0.448   0.53    0.284  0.0626 0.0979 1.01 
-3.11 -0.388   0.559   0.266  0.0545 0.137  0.999
-3.56 -0.129   0.0394  0.433  0.0393 0.167  0.957
-3    -0.201   0.492   0.299  0.0504 0.113  1    
-3.72 -0.254   0.492   0.363  0.0547 0.174  0.982
-3.05 -0.349   0.814   0.15   0.0476 0.231  0.94 
-2.26 -0.286   0.148   0.2    0.0352 0.122  0.974
-4.22 -0.336   0.822   0.42   0.0437 0.215  0.958
-4.55 -0.213   0.668   0.494  0.0497 0.173  0.999
-3.39 0.0367  0.103   0.353  0.0374 0.191  0.94 
-2.55 -0.144   0.327   0.396  0.0233 0.039  1.04 
-4.23 -0.174   0.065   0.455  0.0782 0.125  1.04 
-3.84 0.154   0.38    0.424  0.0223 0.11   1.04 
-3.91 -0.444   0.746   0.391  0.0713 0.193  0.957
-3.83 0.117   0.279   0.274  0.0396 0.241  0.949
-3.18 -0.438   0.197   0.404  0.0414 0.116  0.983
-2.81 -0.531   0.303   0.357  0.0364 0.096  1.01 
-3.71 -0.354   0.798   0.352  0.0513 0.137  1.01 
-3.88 -0.265   0.712   0.417  0.0533 0.166  0.979
-3.61 -0.195   0.331   0.373  0.0407 0.182  0.961
-2.68 -0.505   0.655   0.173  0.0585 0.121  1.01 
-2.83 -0.439   0.652   0.194  0.0531 0.144  0.994
-2.59 -0.513   0.289   0.218  0.0539 0.162  0.954
-3.16 -0.276   0.146   0.417  0.0434 0.101  1    
-2.95 -0.0684  0.76    0.194  0.0469 0.135  1    
-2.59 -0.366   0.25    0.165  0.0344 0.207  0.934
-2.9  -0.182   0.612   0.223  0.0461 0.19   0.942
-2.87 -0.573   0.076   0.436  0.0599 0.143  0.925
-3.03 -0.242   0.595   0.187  0.0555 0.23   0.921
-3.38 -0.134   0.535   0.307  0.059  0.13   1.01 
-3.04 0.0207  0.812   0.277  0.0481 0.143  0.981
-5.16 0.084   0.315   0.57   0.057  0.159  1.03 
-4.02 -0.247   0.285   0.348  0.0326 0.214  0.974
-3.74 0.0171  0.319   0.471  0.0466 0.178  0.94 
-2.59 -0.293   0.496   0.195  0.044  0.15   0.971
-3.61 -0.182   0.338   0.426  0.0369 0.197  0.933
-3.65 -0.247   0.624   0.299  0.0433 0.169  0.995
-2.49 -0.648   0.67    0.302  0.0184 0.0984 0.997
-2.64 -0.652   0.0541  0.323  0.0391 0.158  0.938
-3.67 -0.511   0.929   0.318  0.0691 0.148  1.01 
-2.92 -0.0365  0.839   0.151  0.0414 0.171  0.987
-5.01 -0.175   0.548   0.716  0.0501 0.221  0.915
-3.32 -0.195   0.597   0.229  0.0433 0.191  0.969
-3.17 -0.342   0.0753  0.309  0.0325 0.164  0.972
-3.55 -0.187   0.85    0.299  0.0355 0.133  1.02 
-3.12 -0.217   0.813   0.237  0.0359 0.156  0.992
-2.87 -0.134   0.0545  0.342  0.0302 0.145  0.963
-3.01 -0.545   0.509   0.362  0.0362 0.119  0.986
-2.24 -0.167   0.714   0.0795 0.0323 0.147  0.98 
-3.13 -0.459   0.358   0.228  0.071  0.211  0.928
-4.09 -0.0443  0.477   0.372  0.0424 0.216  0.96 
-4.16 -0.0471  0.475   0.414  0.0347 0.201  0.971
-3.11 -0.277   0.22    0.361  0.0446 0.132  0.98 
-2.5  -0.162   0.406   0.186  0.0279 0.159  0.964
-2.39 -0.381   0.49    0.344  0.02   0.0629 1.01 
-2.96 -0.33    0.374   0.303  0.053  0.133  0.978
-2.96 -0.354   0.265   0.299  0.0395 0.173  0.949
-3.7  0.0151  0.693   0.296  0.0409 0.181  0.984
-3.8  0.0966  0.736   0.284  0.0424 0.123  1.06 
-3.4  -0.234   0.277   0.423  0.0399 0.139  0.979
-3.17 -0.547   0.655   0.378  0.0394 0.151  0.966
-3.01 -0.245   0.679   0.152  0.0487 0.246  0.92 
-4.35 -0.194   0.315   0.498  0.0713 0.111  1.05 
-2.39 -0.391   0.277   0.28   0.0354 0.107  0.979
-3.55 -0.145   0.549   0.315  0.0458 0.181  0.979
-3.07 -0.496   0.489   0.32   0.0635 0.141  0.979
-3.22 -0.128   0.504   0.302  0.0439 0.153  0.976
-3.25 -0.0973  0.263   0.375  0.0313 0.105  1.02 
-3.6  -0.241   0.432   0.453  0.0199 0.148  0.983
-3.03 -0.0701  0.457   0.297  0.0356 0.0995 1.03 
-3.27 -0.305   0.27    0.319  0.0504 0.149  0.988
-2.78 -0.0434  0.7     0.227  0.0259 0.137  0.993
-3.47 -0.176   0.159   0.266  0.0629 0.254  0.908
-2.62 -0.504   0.667   0.205  0.0345 0.178  0.944
-3.06 0.052   0.458   0.292  0.0248 0.154  0.979
-2.99 -0.147   0.738   0.326  0.0363 0.118  0.992
-2.05 -0.265   0.347   0.165  0.034  0.124  0.973
-4.36 -0.0839  0.346   0.465  0.0562 0.201  0.968
-3.66 0.0919  0.547   0.295  0.0385 0.195  0.972
-3.13 -0.557   0.67    0.315  0.0238 0.104  1.03 
-3.83 -0.164   0.0591  0.332  0.0586 0.217  0.949
-3.55 0.0703  1.16    0.245  0.0767 0.202  0.952
-4.4  0.0897  0.0436  0.414  0.0497 0.216  0.977
-2.41 -0.316   0.307   0.234  0.0153 0.155  0.957
-4.18 -0.314   0.576   0.378  0.0369 0.255  0.931
-3.1  -0.144   0.701   0.249  0.0288 0.159  0.983
-3.12 -0.337   0.426   0.334  0.0395 0.208  0.921
-3.78 0.00189 0.114   0.425  0.0454 0.162  0.984
-1.97 0.08    0.326   0.197  0.0166 0.102  0.984
-1.94 -0.539   0.456   0.15   0.0527 0.0856 0.996
-3.88 0.0574  0.598   0.326  0.0562 0.227  0.939
-3.07 -0.399   0.512   0.34   0.0416 0.0876 1.02 
-3.47 -0.515   0.215   0.506  0.046  0.0957 1.01 
-2.8  -0.137   0.557   0.238  0.031  0.111  1.01 
-4.25 -0.148   0.173   0.593  0.0683 0.122  0.99 
-4.78 -0.164   0.832   0.471  0.0317 0.238  0.965
-3.09 -0.63    0.66    0.311  0.0332 0.182  0.947
-3.2  -0.358   0.458   0.317  0.0338 0.148  0.989
-2.12 -0.492   0.446   0.199  0.0476 0.115  0.979
-2.61 -0.55    0.533   0.343  0.0366 0.133  0.952
-4.03 -0.213   0.794   0.377  0.072  0.147  1.02 
-2.94 -0.246   0.528   0.272  0.044  0.148  0.983
-2.92 -0.21    0.359   0.426  0.0238 0.119  0.974
-2.72 -0.3     -0.021   0.294  0.0236 0.169  0.949
-3.37 -0.133   0.738   0.199  0.0429 0.148  1.02 
-3.02 -0.2     0.538   0.293  0.034  0.155  0.977
-4.01 -0.295   0.392   0.311  0.0679 0.197  0.99 
-2.64 -0.00511 -0.166   0.435  0.0101 0.0718 0.997
-2.77 -0.277   0.456   0.273  0.0294 0.174  0.943
-3.4  -0.331   0.483   0.353  0.0259 0.19   0.951
-3.69 -0.186   0.278   0.362  0.0416 0.194  0.961
-3.2  -0.0326  0.223   0.436  0.0374 0.112  0.99 
-4.34 -0.433   0.559   0.451  0.0668 0.174  0.99 
-3.53 -0.117   0.251   0.343  0.0462 0.185  0.961
-4.43 -0.319   0.426   0.419  0.0637 0.23   0.962
-3.26 -0.484   0.53    0.344  0.033  0.145  0.994
-3.7  -0.00706 0.556   0.359  0.0361 0.21   0.948
-3.36 -0.111   0.729   0.298  0.017  0.187  0.977
-4.2  -0.142   0.361   0.467  0.0443 0.132  1.03 
-3.2  -0.482   0.697   0.414  0.0776 0.117  0.965
-3.29 -0.171   0.82    0.209  0.064  0.221  0.942
-3.38 -0.0863  0.497   0.394  0.0383 0.13   0.985
-3.3  -0.37    0.579   0.172  0.0605 0.253  0.919
-2.34 -0.596   0.398   0.194  0.0224 0.133  0.982
-4.16 -0.216   0.51    0.604  0.0447 0.15   0.964
-3.86 -0.082   0.323   0.323  0.0407 0.18   0.999
-2.69 -0.208   0.311   0.333  0.032  0.173  0.923
-2.24 -0.455   0.435   0.271  0.0341 0.073  1.01 
-2.41 -0.458   0.748   0.123  0.0344 0.154  0.975
-4.21 -0.107   0.736   0.522  0.0465 0.144  1    
-2.8  -0.354   0.389   0.249  0.0261 0.158  0.973
-2.72 -0.142   0.17    0.283  0.0251 0.13   0.984
-3.1  -0.0502  0.271   0.312  0.0219 0.0837 1.05 
-4.02 -0.222   0.396   0.565  0.0378 0.13   0.987
-3.17 -0.441   0.501   0.302  0.0442 0.137  0.997
-3.67 -0.0931  0.769   0.417  0.0397 0.131  0.996
-2.36 0.00477 0.11    0.153  0.0214 0.126  0.999
-4.64 -0.24    0.518   0.352  0.0607 0.296  0.923
-1.64 -0.542   0.182   0.236  0.0233 0.0847 0.969
-2.63 -0.0904  0.295   0.256  0.0344 0.0971 1.02 
-3.69 -0.439   0.527   0.454  0.0409 0.135  0.997
-1.72 -0.387   0.534   0.119  0.0163 0.198  0.897
-3.96 -0.208   -0.156   0.485  0.0425 0.214  0.926
-2.61 -0.466   0.574   0.249  0.0557 0.154  0.948
-2.99 -0.0743  0.553   0.202  0.0408 0.147  1    
-3.87 0.019   0.472   0.241  0.0741 0.213  0.974
-3.37 -0.157   0.559   0.294  0.0365 0.134  1.02 
-2.6  -0.304   0.297   0.271  0.0337 0.0941 1.01 
-3.73 -0.491   0.678   0.401  0.033  0.127  1.02 
-3.17 -0.0675  -0.408   0.245  0.0321 0.164  0.993
-3.14 -0.324   0.634   0.272  0.044  0.23   0.911
-3.14 -0.0728  0.65    0.166  0.0284 0.189  0.986
-2.87 -0.502   0.527   0.332  0.0336 0.104  1    
-2.68 -0.284   0.409   0.198  0.0339 0.143  0.991
-2.5  -0.581   0.409   0.375  0.029  0.0599 1.01 
-4.47 -0.064   0.479   0.73   0.0438 0.0837 1    
-4.52 -0.0601  0.25    0.512  0.0413 0.175  0.991
-3.84 -0.26    0.599   0.463  0.0347 0.152  0.978
-1.82 -0.111   0.516   0.155  0.0237 0.136  0.945
-4.37 -0.256   0.779   0.399  0.0828 0.215  0.965
-3.87 -0.163   0.453   0.478  0.0295 0.0928 1.04 
-3.43 -0.454   0.67    0.362  0.0594 0.12   1.01 
-4.41 -0.445   0.538   0.475  0.0507 0.158  1.02 
-3.1  -0.539   0.524   0.337  0.0263 0.138  0.995
-3    -0.296   0.479   0.309  0.049  0.095  1.03 
-2.67 -0.581   0.385   0.158  0.0273 0.204  0.947
-3.27 -0.345   0.046   0.519  0.0555 0.0664 1.01 
-3.95 -0.485   0.703   0.443  0.0368 0.208  0.947
-4.9  -0.484   0.769   0.566  0.0402 0.155  1.03 
-3.75 -0.155   0.49    0.454  0.0296 0.171  0.968
-2.83 -0.0243  0.884   0.116  0.044  0.193  0.961
-3.58 -0.0429  0.8     0.289  0.0308 0.201  0.967
-3.11 -0.479   0.708   0.223  0.0423 0.164  0.992
-4.01 -0.02    1.17    0.282  0.0402 0.228  0.962
-2.01 -0.0918  0.41    -0.002770.0191 0.155  0.987
-3.14 -0.127   0.505   0.291  0.0227 0.119  1.02 
-3.08 -0.466   0.667   0.239  0.058  0.139  0.997
-3.34 -0.211   1.13    0.128  0.043  0.281  0.907
-2.68 -0.375   0.702   0.214  0.0404 0.132  0.997
-2.65 -0.283   0.456   0.0738 0.034  0.142  1.03 
-4.22 -0.0944  0.554   0.446  0.0492 0.17   0.992
-3.87 0.0795  0.474   0.401  0.0307 0.146  1.01 
-2.42 -0.367   0.69    0.304  0.0309 0.0994 0.984
-3.76 -0.00532 0.0469  0.498  0.0342 0.118  1.01 
-3.4  -0.304   0.327   0.341  0.0391 0.169  0.984
-3.89 -0.344   0.531   0.29   0.0337 0.22   0.97 
-4.13 -0.268   0.626   0.348  0.0574 0.224  0.956
-3.39 -0.236   0.485   0.325  0.0351 0.0878 1.05 
-2.21 -0.342   0.144   0.181  0.0417 0.148  0.949
-2.4  -0.297   0.457   0.246  0.0385 0.138  0.962
-2.15 -0.298   0.695   0.226  0.032  0.098  0.983
-3.72 -0.126   0.77    0.397  0.0409 0.176  0.969
-2.51 -0.208   0.53    0.0572 0.034  0.163  0.998
-1.79 -0.332   0.0468  0.235  0.0324 0.0872 0.971
-2.9  -0.282   0.108   0.396  0.0493 0.104  0.983
-3.73 -0.4     -0.0562  0.628  0.0246 0.149  0.932
-2.83 -0.362   0.458   0.363  0.0477 0.0708 1.02 
-1.91 -0.217   0.0884  0.237  0.0306 0.0193 1.04 
-3.19 0.0232  0.565   0.373  0.0301 0.0769 1.03 
-2.44 -0.117   0.657   0.173  0.0299 0.182  0.939
-1.44 -0.0946  0.349   0.013  0.0121 0.111  0.993
-3.55 -0.238   0.737   0.204  0.0644 0.196  0.977
-2.61 -0.147   0.179   0.239  0.0286 0.122  0.995
-3.86 -0.153   0.246   0.523  0.0269 0.123  1    
-3.21 -0.134   0.271   0.371  0.038  0.127  0.984
-3.3  -0.299   0.366   0.372  0.081  0.132  0.982
-3.13 -0.204   0.552   0.19   0.0547 0.214  0.949
-3.12 -0.232   0.526   0.345  0.0387 0.141  0.978
-3.67 0.189   0.771   0.292  0.0424 0.195  0.976
-3.13 -0.103   0.704   0.265  0.0356 0.181  0.959
-2.01 -0.295   0.339   0.212  0.0275 0.137  0.945
-2.83 -0.18    0.136   0.354  0.0257 0.131  0.975
-4.4  -0.155   0.381   0.49   0.0659 0.161  0.997
-4.18 -0.254   0.44    0.374  0.0821 0.162  1.01 
-2.8  -0.3     0.455   0.225  0.0349 0.161  0.973
-3.33 -0.073   0.451   0.25   0.0497 0.127  1.03 
-2.36 -0.403   0.914   0.117  0.0297 0.151  0.98 
-2.75 -0.17    0.363   0.333  0.0457 0.0942 1.01 
-3.32 -0.287   0.859   0.251  0.0339 0.171  0.985
-3.75 -0.0288  0.971   0.266  0.0575 0.184  0.986
-3.81 -0.297   0.892   0.444  0.0463 0.145  0.993
-2.41 -0.113   0.465   0.218  0.0247 0.112  0.998
-3.09 -0.22    0.821   0.268  0.038  0.191  0.945
-3.69 -0.0309  0.773   0.245  0.0337 0.191  0.998
-1.29 -0.167   0.201   0.107  0.0155 0.0755 0.995
-2.68 -0.286   0.455   0.317  0.0387 0.146  0.948
-3.48 -0.379   0.683   0.328  0.0584 0.129  1.01 
-3.94 0.0309  0.18    0.394  0.0317 0.196  0.975
-2.81 -0.527   0.131   0.408  0.0465 0.119  0.961
-2.82 -0.165   0.164   0.348  0.0316 0.095  1.01 
-2.78 -0.134   0.722   0.22   0.0212 0.172  0.966
-3.15 -0.319   0.17    0.329  0.0297 0.136  0.993
-3.98 -0.295   0.777   0.45   0.0288 0.175  0.987
-3.96 -0.18    0.62    0.39   0.065  0.191  0.959
-4.12 -0.011   0.204   0.516  0.0354 0.142  1    
-1.82 -0.252   0.501   0.0712 0.0207 0.145  0.961
-3.87 0.0524  0.521   0.274  0.0497 0.2    0.986
-2.91 -0.266   0.704   0.329  0.0365 0.0836 1.02 
-3.15 -0.146   0.748   0.33   0.039  0.145  0.975
-2.95 -0.0377  -0.0641  0.369  0.0369 0.0807 1.02 
-4.51 0.0499  0.691   0.449  0.0491 0.13   1.05 
-3.58 -0.442   0.0934  0.429  0.0521 0.0962 1.03 
-2.45 -0.298   0.466   0.313  0.0165 0.106  0.984
-4.16 -0.219   0.478   0.624  0.0471 0.125  0.987
-4.11 -0.325   0.0425  0.511  0.0372 0.0883 1.05 
-3.27 -0.501   0.737   0.32   0.0432 0.188  0.942
-3.45 -0.255   0.342   0.374  0.0399 0.165  0.973
-2.58 -0.243   0.243   0.214  0.033  0.144  0.985
-3.57 0.0117  -0.0723  0.43   0.0395 0.158  0.968
-3.32 -0.0772  0.551   0.331  0.0389 0.182  0.946
-2.75 -0.378   0.179   0.353  0.0435 0.159  0.932
-3.17 -0.126   0.692   0.169  0.0495 0.207  0.959
-4.5  -0.227   0.288   0.608  0.0348 0.224  0.922
-2.99 -0.143   0.323   0.307  0.0197 0.18   0.945
-2.87 -0.103   0.606   0.298  0.0292 0.0922 1.02 
-3.31 -0.229   0.331   0.394  0.0271 0.121  1    
-1.9  -0.225   0.674   0.126  0.03   0.149  0.949
-2.68 -0.17    0.137   0.274  0.0414 0.0873 1.03 
-3.42 0.0433  0.416   0.364  0.0446 0.137  0.991
-2.61 -0.351   0.396   0.276  0.0279 0.187  0.921
-4.49 -0.0491  0.374   0.473  0.0612 0.187  0.982
-2.66 -0.0336  0.625   0.303  0.0283 0.0956 1.01 
-4.15 -0.176   0.662   0.444  0.0278 0.223  0.945
-3.24 -0.485   0.0132  0.331  0.0464 0.173  0.958
-3.87 -0.266   0.759   0.346  0.0319 0.236  0.931
-2.9  -0.27    0.31    0.326  0.0273 0.12   0.998
-3.2  -0.141   0.867   0.247  0.03   0.16   0.995
-3.6  -0.355   0.301   0.431  0.0458 0.1    1.03 
-2.77 -0.62    0.346   0.386  0.0436 0.137  0.941
-3.08 -0.482   0.86    0.207  0.0591 0.216  0.933
-2.9  -0.46    0.687   0.336  0.0441 0.102  1    
-2.22 -0.42    0.399   0.169  0.0306 0.112  0.998
-3.53 -0.137   0.646   0.387  0.0414 0.209  0.933
-2.97 -0.172   0.469   0.323  0.0378 0.137  0.984
-3.97 0.038   0.537   0.31   0.0333 0.183  1    
-3    -0.686   0.629   0.303  0.0464 0.17   0.952
-2.7  -0.112   0.3     0.229  0.0161 0.176  0.951
-3.24 0.012   0.778   0.257  0.057  0.149  1    
-3.19 -0.264   0.765   0.327  0.0339 0.104  1.02 
-3.16 -0.183   0.753   0.222  0.0726 0.132  1.01 
-2.53 0.0662  0.202   0.183  0.0316 0.158  0.974
-2.58 -0.451   0.487   0.256  0.0368 0.124  0.98 
-4.09 -0.347   0.645   0.456  0.0594 0.0968 1.05 
-3.64 0.00156 0.478   0.247  0.0519 0.221  0.955
-4.79 0.00162 0.457   0.481  0.0503 0.164  1.02 
-4.67 -0.296   0.438   0.501  0.0913 0.174  0.997
-3.45 0.0548  0.453   0.139  0.0491 0.153  1.04 
-3.01 -0.295   0.189   0.332  0.0334 0.077  1.04 
-2.87 -0.259   0.3     0.337  0.0356 0.173  0.939
-4.26 -0.102   0.271   0.637  0.0376 0.104  1.01 
-3.32 -0.347   0.762   0.222  0.0999 0.247  0.898
-3.58 0.0676  0.344   0.44   0.0168 0.183  0.943
-3.14 -0.0538  0.521   0.234  0.0262 0.152  1    
-3.35 -0.204   0.314   0.429  0.0398 0.0904 1.02 
-3.64 -0.412   0.709   0.435  0.0502 0.127  1    
-2.97 -0.154   0.353   0.35   0.0497 0.122  0.981
-2.59 0.019   0.556   0.223  0.0239 0.154  0.969
-3.09 -0.17    0.214   0.368  0.0273 0.15   0.966
-2.71 -0.0677  0.392   0.283  0.0266 0.139  0.97 
-3.66 -0.213   0.688   0.439  0.0592 0.0666 1.05 
-3.42 -0.203   0.92    0.302  0.0426 0.22   0.923
-2.06 -0.153   0.804   0.0462 0.0277 0.172  0.958
-3.97 -0.0104  0.566   0.386  0.0373 0.183  0.984
-1.61 -0.335   0.143   0.108  0.0281 0.0898 0.989
-3.69 -0.156   0.494   0.408  0.0455 0.165  0.972
-3.98 -0.0753  0.4     0.381  0.0344 0.246  0.926
-3.45 -0.404   0.701   0.247  0.0527 0.256  0.907
-4.07 0.0752  0.588   0.37   0.0387 0.138  1.04 
-2.54 -0.219   0.369   0.382  0.0221 0.0638 1.01 
-2.77 -0.314   0.427   0.144  0.0424 0.209  0.934
-4.06 -0.0647  1.06    0.423  0.0371 0.142  1.02 
-3.39 -0.434   0.407   0.352  0.0981 0.157  0.955
-4.06 -0.385   0.364   0.417  0.0323 0.151  1.01 
-3.15 -0.67    0.316   0.404  0.0574 0.094  1.01 
-3.55 -0.167   0.777   0.348  0.0393 0.149  0.989
-4.34 -0.401   0.791   0.559  0.0978 0.155  0.965
-2.68 -0.0681  0.426   0.176  0.0443 0.182  0.944
-4.24 0.0998  0.451   0.396  0.0362 0.228  0.954
-3.91 -0.0805  0.648   0.413  0.0294 0.178  0.981
-4.49 0.0517  0.376   0.417  0.0369 0.219  0.972
-3.57 -0.436   0.333   0.491  0.055  0.138  0.965
-2.87 -0.307   0.473   0.281  0.0384 0.139  0.99 
-4.09 -0.186   0.385   0.406  0.0617 0.18   0.972
-2.97 -0.35    0.0315  0.341  0.0245 0.163  0.958
-4    -0.156   0.888   0.371  0.0374 0.193  0.976
-3.49 -0.169   0.819   0.377  0.0388 0.12   1.02 
-3.14 -0.425   0.751   0.288  0.0388 0.159  0.97 
-2.52 -0.266   0.778   0.162  0.0342 0.156  0.966
-3.71 -0.097   0.755   0.363  0.0491 0.132  1.02 
-4.44 -0.333   0.787   0.476  0.0617 0.181  0.985
-3.31 -0.297   0.388   0.275  0.0796 0.179  0.963
-3.48 -0.275   0.528   0.405  0.0248 0.114  1.02 
-3.66 -0.204   0.359   0.351  0.0385 0.154  1    
-3.98 -0.183   0.388   0.49   0.0466 0.094  1.04 
-3.12 -0.255   0.678   0.243  0.0365 0.188  0.967
-3.49 -0.642   0.358   0.569  0.0413 0.12   0.959
-4.81 -0.49    1.07    0.461  0.056  0.286  0.898
-3.11 -0.296   0.582   0.356  0.0293 0.142  0.966
-3.23 -0.284   0.621   0.319  0.0431 0.14   0.993
-2.83 -0.325   0.453   0.333  0.0252 0.135  0.975
-2.99 0.109   0.791   0.227  0.023  0.18   0.964
-3.68 -0.224   0.322   0.408  0.0414 0.145  1    
-3.19 -0.666   0.664   0.374  0.0557 0.0679 1.05 
-2.55 -0.546   -0.133   0.329  0.0233 0.127  0.965
-5.41 -0.164   0.293   0.604  0.0444 0.234  0.981
-4.39 0.0493  0.255   0.46   0.0622 0.123  1.05 
-3.09 -0.355   0.469   0.38   0.0272 0.163  0.952
-3.34 -0.36    0.222   0.35   0.0385 0.141  0.998
-3.47 -0.206   0.436   0.316  0.0587 0.133  1.01 
-4.09 -0.0998  0.67    0.473  0.0506 0.0768 1.06 
-4.71 -0.277   0.0835  0.594  0.0458 0.0853 1.08 
-3.11 -0.292   0.805   0.217  0.0514 0.178  0.969
-2.86 -0.219   0.534   0.238  0.0462 0.156  0.974
-2.5  -0.0575  0.385   0.128  0.0271 0.172  0.964
-2.82 -0.238   0.222   0.256  0.0338 0.176  0.953
-2.54 -0.415   0.669   0.184  0.0485 0.165  0.956
-1.34 -0.0317  0.309   0.0767 0.029  0.097  0.977
-2.88 -0.21    0.219   0.29   0.0391 0.126  0.99 
-2.17 -0.403   0.519   0.25   0.0501 0.113  0.966
-3.46 0.0825  0.503   0.312  0.0555 0.143  1    
-3.19 0.197   0.551   0.3    0.0465 0.0996 1.03 
-2.15 -0.43    0.463   0.168  0.0417 0.124  0.985
-4.62 0.0374  0.628   0.47   0.0393 0.165  1.03 
-3.42 -0.106   0.227   0.298  0.0419 0.173  0.986
-3.77 -0.275   0.362   0.47   0.0317 0.118  1.01 
-2.92 -0.343   0.586   0.304  0.0324 0.178  0.946
-3.14 -0.0957  0.165   0.352  0.0488 0.109  0.998
-3.87 -0.247   0.75    0.383  0.0471 0.175  0.978
-2.96 -0.0851  0.713   0.278  0.0347 0.149  0.985
-3.21 -0.0812  0.47    0.24   0.0418 0.153  0.996
-3.02 -0.174   0.836   0.293  0.0361 0.132  0.989
-3.23 -0.179   0.172   0.256  0.0429 0.178  0.973
-1.21 -0.0299  0.0949  0.167  0.006040.005581.04 
-3.06 -0.0905  0.737   0.18   0.0392 0.13   1.03 
-3.13 -0.182   0.774   0.209  0.0265 0.193  0.968
-4.2  0.154   0.732   0.354  0.0242 0.26   0.937
-3.44 -0.132   0.774   0.264  0.033  0.158  1.02 
-3.24 -0.598   0.4     0.494  0.034  0.0643 1.02 
-3.83 -0.443   0.622   0.435  0.0755 0.142  0.982
-2.81 -0.29    0.564   0.31   0.0272 0.152  0.964
-4.05 -0.0779  0.381   0.369  0.0277 0.22   0.967
-3.18 -0.163   0.221   0.345  0.0312 0.184  0.943
-3.21 -0.00504 0.0239  0.379  0.0314 0.128  0.989
-3.89 -0.18    0.652   0.459  0.047  0.15   0.987
-3.2  -0.327   0.514   0.386  0.0309 0.115  0.998
-3.25 -0.178   0.625   0.312  0.0234 0.212  0.936
-3.18 -0.252   0.344   0.244  0.0281 0.188  0.965
-3.59 -0.505   0.314   0.534  0.0448 0.13   0.969
-3.26 -0.471   0.911   0.243  0.0595 0.136  1.02 
-3.4  -0.528   0.35    0.409  0.0629 0.116  0.999
-3.67 -0.153   0.371   0.347  0.0457 0.22   0.937
-3.34 -0.19    0.604   0.353  0.0574 0.165  0.964
-3.45 -0.2     0.414   0.32   0.0397 0.128  1.02 
-4.57 -0.0493  0.105   0.535  0.0563 0.196  0.963
-2.9  -0.06    0.548   0.0913 0.0707 0.214  0.955
-3.45 -0.44    0.641   0.327  0.0656 0.173  0.96 
-1.69 -0.566   0.291   0.099  0.0498 0.121  0.97 
-3.17 -0.537   0.328   0.313  0.0239 0.156  0.987
-2.37 -0.653   0.502   0.329  0.0264 0.0729 1.01 
-4.48 0.153   0.168   0.497  0.0369 0.165  1.01 
-3.86 -0.225   0.415   0.387  0.0496 0.107  1.05 
-4.56 -0.192   0.573   0.64   0.0589 0.127  0.997
-3.08 -0.0654  0.568   0.31   0.0276 0.176  0.949
-1.9  -0.587   -0.0997  0.118  0.0295 0.122  0.986
-3.66 -0.175   0.882   0.377  0.0261 0.183  0.979
-3.19 -0.148   0.374   0.321  0.0371 0.152  0.981
-3.52 -0.13    0.383   0.261  0.0339 0.161  1.01 
-3.05 0.0494  0.567   0.336  0.0294 0.0906 1.02 
-3.96 -0.16    0.545   0.451  0.0386 0.126  1.02 
-2.03 -0.112   0.389   0.211  0.0219 0.126  0.961
-2.46 -0.0887  0.459   0.213  0.0194 0.129  0.993
-2.85 -0.202   0.401   0.323  0.0327 0.126  0.989
-2.87 0.0204  0.315   0.237  0.0383 0.167  0.967
-2.76 -0.0253  0.325   0.283  0.0268 0.146  0.965
-2.28 0.179   0.0508  0.146  0.0252 0.106  1.02 
-3.61 0.0205  0.654   0.31   0.0374 0.189  0.968
-3.31 -0.31    0.868   0.279  0.066  0.125  1.01 
-2.07 -0.161   0.552   0.233  0.0139 0.0921 0.997
-3.55 -0.0676  0.653   0.382  0.0414 0.118  1.03 
-2.14 -0.135   0.179   0.117  0.0316 0.126  0.996
-2.85 -0.242   0.0209  0.285  0.0262 0.133  0.989
-3.75 -0.485   0.356   0.358  0.0639 0.172  0.984
-3.62 -0.397   0.885   0.511  0.0429 0.0937 1    
-3.44 -0.307   0.548   0.316  0.0394 0.169  0.987
-3.04 -0.288   0.786   0.199  0.0945 0.0984 1.03 
-1.88 -0.566   0.461   0.0111 0.051  0.164  0.954
-3.13 -0.305   0.46    0.205  0.0476 0.116  1.04 
-2.85 -0.0566  0.223   0.313  0.0191 0.103  1.01 
-3.45 0.0526  0.852   0.221  0.0298 0.173  1.01 
-3    -0.205   0.28    0.289  0.044  0.121  1.01 
-2.25 -0.348   0.0776  0.26   0.0409 0.0965 0.982
-1.98 -0.203   0.0349  0.166  0.0301 0.11   0.976
-2.36 -0.488   0.81    0.0941 0.0301 0.183  0.965
-2.87 -0.213   0.217   0.289  0.0271 0.148  0.98 
-3.45 0.0472  0.919   0.241  0.0305 0.22   0.948
-2.08 -0.154   0.23    0.268  0.0255 0.0238 1.04 
-3.88 -0.247   0.477   0.396  0.0519 0.17   0.991
-3.91 -0.156   0.297   0.476  0.044  0.143  0.996
-3.86 -0.07    0.627   0.373  0.0237 0.138  1.03 
-2.66 -0.242   0.488   0.307  0.0285 0.091  1.01 
-4.35 -0.621   -0.25    0.561  0.0867 0.215  0.924
-4.14 -0.047   0.72    0.379  0.0422 0.191  0.985
-3.14 -0.481   0.383   0.383  0.0315 0.117  0.997
-3.54 -0.255   0.875   0.323  0.0374 0.166  0.991
-2.81 -0.532   0.745   0.244  0.0454 0.183  0.939
-2.19 -0.0794  0.266   0.197  0.0159 0.137  0.97 
-3.09 -0.354   0.488   0.401  0.0286 0.163  0.949
-3.31 -0.156   0.572   0.404  0.0322 0.135  0.984
-2.39 -0.374   0.273   0.147  0.0357 0.154  0.97 
-2.61 -0.307   0.413   0.153  0.0393 0.108  1.03 
-1.94 -0.376   0.37    0.108  0.0367 0.166  0.95 
-2.17 -0.26    0.284   0.146  0.0203 0.125  0.988
-3.99 -0.28    0.46    0.427  0.027  0.177  0.986
-3.47 -0.376   0.389   0.475  0.0452 0.0927 1.01 
-4.59 -0.123   0.72    0.377  0.0527 0.259  0.947
-5.4  0.161   0.744   0.601  0.0663 0.156  1.03 
-3.45 -0.339   -0.427   0.462  0.0554 0.193  0.908
-3.33 -0.305   -0.0232  0.498  0.0459 0.0843 1.01 
-2.95 -0.62    0.306   0.351  0.0471 0.03   1.08 
-3.2  -0.0853  0.892   0.27   0.032  0.12   1.03 
-4.31 -0.224   0.594   0.525  0.0613 0.195  0.944
-3.56 -0.324   0.614   0.333  0.039  0.18   0.973
-3.73 -0.365   0.828   0.439  0.0265 0.17   0.965
-3.29 -0.314   0.771   0.35   0.0331 0.19   0.94 
-2.98 -0.522   0.645   0.27   0.0555 0.171  0.955
-2.54 -0.00955 0.563   0.173  0.0437 0.161  0.964
-2.9  -0.262   0.408   0.199  0.0362 0.169  0.973
-2.97 -0.612   0.305   0.426  0.0288 0.0914 0.998
-3.32 -0.207   0.0825  0.303  0.0494 0.115  1.03 
-3.27 -0.202   0.282   0.263  0.0482 0.215  0.932
-3.32 -0.304   -0.0906  0.374  0.0566 0.133  0.993
-3.6  -0.0273  0.11    0.387  0.0472 0.178  0.96 
-3.8  -0.206   0.888   0.387  0.0391 0.228  0.924
-2.96 -0.264   0.271   0.355  0.0406 0.151  0.953
-2.53 -0.0662  0.242   -0.007480.0265 0.222  0.958
-2.75 -0.366   0.48    0.295  0.0237 0.127  0.981
-3.26 -0.124   0.555   0.194  0.0341 0.252  0.925
-3.71 -0.233   0.909   0.346  0.0516 0.155  0.999
-2.89 -0.292   0.316   0.373  0.042  0.0639 1.03 
-2.92 -0.166   0.338   0.291  0.0237 0.146  0.974
-3.27 -0.0916  0.617   0.278  0.0535 0.171  0.98 
-3.4  -0.105   0.695   0.38   0.0211 0.161  0.973
-3.46 -0.28    0.351   0.399  0.0658 0.119  1    
-2.57 -0.27    0.342   0.221  0.0399 0.165  0.951
-2.77 -0.351   0.535   0.314  0.0228 0.147  0.963
-3.99 -0.0688  0.788   0.485  0.0459 0.168  0.961
-2.99 -0.522   0.412   0.421  0.0312 0.122  0.969
-2.24 -0.449   0.352   0.285  0.0437 0.117  0.956
-5.02 -0.297   0.6     0.559  0.0762 0.253  0.926
-2.73 0.0251  0.496   0.325  0.0229 0.139  0.96 
-2.71 -0.212   0.273   0.299  0.0222 0.124  0.99 
-3.2  -0.192   0.381   0.267  0.036  0.146  0.999
-3.46 -0.241   0.0637  0.395  0.0391 0.0883 1.04 
-2.77 -0.192   0.423   0.307  0.0223 0.125  0.985
-3.17 -0.182   0.585   0.295  0.0266 0.125  1.02 
-3.86 0.0222  0.934   0.356  0.0387 0.194  0.973
-3.04 -0.262   0.743   0.206  0.0451 0.194  0.957
-3.27 -0.267   0.625   0.339  0.0429 0.175  0.953
-3.05 -0.606   0.625   0.276  0.0426 0.174  0.959
-2.47 -0.629   -0.0988  0.391  0.037  0.126  0.933
-2.87 -0.357   0.273   0.291  0.0351 0.135  0.984
-3.05 -0.292   0.491   0.333  0.0417 0.167  0.96 
-2.8  -0.473   0.0433  0.287  0.0353 0.167  0.955
-4.67 -0.0178  0.889   0.406  0.0379 0.245  0.953
-2.97 -0.0941  0.57    0.239  0.0421 0.134  0.994
-3.48 -0.189   1.14    0.339  0.0424 0.0769 1.07 
-3.19 -0.253   0.315   0.366  0.0305 0.188  0.947
-2.57 0.102   0.463   0.146  0.0308 0.161  0.982
-4.03 -0.168   0.638   0.367  0.0807 0.137  1.02 
-2.25 -0.0863  0.11    0.304  0.0152 0.113  0.965
-2.87 -0.194   0.547   0.111  0.0482 0.226  0.933
-2.94 -0.316   0.326   0.232  0.0375 0.142  0.999
-3.85 -0.327   0.779   0.451  0.0497 0.167  0.969
-2.76 -0.19    0.416   0.306  0.007730.16   0.959
-4.95 0.0247  0.324   0.586  0.0582 0.217  0.955
-3.86 -0.268   0.668   0.344  0.0318 0.244  0.93 
-3.92 -0.0685  0.446   0.355  0.0657 0.121  1.03 
-2.79 -0.359   0.22    0.307  0.064  0.131  0.965
-3.39 -0.133   0.373   0.426  0.0305 0.164  0.954
-2.01 -0.324   0.0661  0.296  0.0329 0.0779 0.984
-1.91 -0.255   0.379   0.273  0.0282 0.075  0.983
-3.38 -0.25    0.71    0.431  0.0351 0.122  0.982
-2.47 -0.255   0.166   0.138  0.0327 0.178  0.966
-2.91 -0.328   0.152   0.267  0.0408 0.141  0.985
-4.34 -0.0589  0.785   0.473  0.059  0.157  1    
-2.67 -0.169   0.315   0.262  0.0312 0.131  0.982
-4.1  -0.238   0.137   0.486  0.05   0.151  0.999
-2.79 -0.189   0.747   0.119  0.0345 0.219  0.941
-4.02 -0.0852  0.661   0.426  0.0542 0.137  1.01 
-2.53 -0.412   0.755   0.0907 0.0849 0.153  0.979
-3.39 0.056   0.738   0.331  0.0283 0.141  1.01 
-2.07 -0.151   0.668   0.0929 0.027  0.139  0.985
-2.02 -0.375   0.23    0.281  0.0257 0.0918 0.98 
-2.99 -0.099   0.153   0.288  0.0238 0.223  0.912
-2.7  -0.467   0.66    0.257  0.0268 0.0763 1.05 
-3.04 -0.301   0.414   0.321  0.0407 0.0654 1.06 
-2.64 -0.156   0.588   0.285  0.0356 0.0953 1    
-3.59 -0.169   0.366   0.293  0.0844 0.179  0.98 
-3.86 0.109   0.888   0.325  0.0507 0.166  0.992
-3.89 -0.187   0.354   0.481  0.0573 0.138  0.984
-2.19 -0.246   0.493   0.0538 0.0224 0.171  0.97 
-3.77 -0.368   0.471   0.409  0.0312 0.182  0.967
-4.04 -0.0481  -0.0891  0.429  0.0437 0.171  0.982
-2.65 -0.309   0.438   0.24   0.0469 0.155  0.969
-2.76 -0.498   0.764   0.227  0.0299 0.137  0.987
-3.85 0.222   0.267   0.41   0.0395 0.153  0.998
-3.48 -0.0906  0.405   0.319  0.0415 0.134  1.02 
-2.56 -0.306   0.7     0.278  0.0203 0.124  0.982
-3.53 -0.215   0.453   0.356  0.0581 0.126  1    
-3.2  -0.113   0.103   0.365  0.0477 0.139  0.974
-4.84 -0.311   0.499   0.576  0.0449 0.188  0.982
-4    -0.0249  0.253   0.363  0.0653 0.201  0.957
-2.43 -0.0183  0.084   0.252  0.0382 0.124  0.973
-2.47 -0.112   0.248   0.243  0.0257 0.154  0.957
-2.74 -0.137   0.178   0.225  0.0232 0.175  0.956
-3.69 -0.305   0.71    0.434  0.0374 0.188  0.946
-2.61 -0.21    0.323   0.215  0.0174 0.136  0.997
-3.85 0.0293  1.02    0.391  0.06   0.191  0.954
-3.56 -0.26    0.515   0.3    0.0259 0.179  0.985
-3.64 -0.184   0.571   0.286  0.0472 0.224  0.945
-3.25 -0.271   0.622   0.198  0.0393 0.194  0.976
-3.03 -0.423   0.584   0.381  0.0209 0.109  1    
-0.844-0.405   0.112   0.0735 0.0205 0.0736 0.968
-3.43 -0.0892  0.561   0.303  0.0565 0.126  1.02 
-4.04 -0.374   0.585   0.49   0.0629 0.179  0.955
-3.71 0.00884 0.601   0.529  0.0299 0.111  1    
-4.24 -0.482   0.542   0.476  0.0681 0.131  1.03 
-3.3  -0.132   0.627   0.357  0.0432 0.153  0.98 
-3.9  -0.112   0.78    0.382  0.0735 0.165  0.981
-3.33 -0.145   0.367   0.256  0.0599 0.192  0.963
-4.42 -0.332   0.849   0.444  0.0433 0.201  0.979
-2.64 -0.0804  0.877   0.239  0.033  0.134  0.981
-3.27 -0.138   0.565   0.279  0.0347 0.161  0.981
-3.01 -0.00111 0.611   0.281  0.0303 0.154  0.978
-2.19 -0.202   0.759   0.133  0.0434 0.139  0.979
-2.94 -0.447   0.47    0.4    0.047  0.0988 0.986
-2.23 0.0228  0.609   0.169  0.0412 0.152  0.953
-2.98 -0.253   0.111   0.237  0.0272 0.158  0.985
-2.83 -0.414   0.116   0.434  0.0375 0.129  0.948
-3.32 -0.359   0.82    0.102  0.0495 0.225  0.974
-2.86 -0.338   0.773   0.17   0.034  0.189  0.969
-3.82 -0.153   0.542   0.322  0.0434 0.147  1.02 
-2.49 -0.0489  0.548   0.242  0.0145 0.0815 1.03 
-4.23 -0.317   0.458   0.495  0.0365 0.164  0.996
-3.1  -0.253   0.838   0.206  0.0437 0.207  0.943
-2.84 -0.273   0.8     0.168  0.0402 0.174  0.975
-2.11 -0.471   0.368   0.221  0.0243 0.0377 1.06 
-3.46 -0.233   0.177   0.394  0.0869 0.115  1    
-3.96 -0.0598  0.604   0.364  0.0377 0.197  0.984
-2.96 -0.226   0.335   0.296  0.0338 0.173  0.951
-3.96 -0.179   0.187   0.531  0.0366 0.118  1.01 
-3.86 -0.253   1.07    0.352  0.064  0.192  0.976
-3.45 -0.0767  0.553   0.284  0.0392 0.17   0.99 
-3.46 -0.226   0.363   0.389  0.0508 0.122  1.01 
-3.19 -0.473   0.226   0.326  0.0418 0.134  1    
-1.66 -0.575   -0.0002770.161  0.0398 0.0948 0.981
-2.99 -0.147   0.124   0.329  0.0323 0.148  0.974
-2.75 -0.374   0.602   0.224  0.0359 0.129  0.999
-3.84 -0.188   0.495   0.419  0.0466 0.147  0.998
-3.69 -0.359   0.322   0.413  0.0212 0.102  1.05 
-3.52 -0.246   0.589   0.213  0.0444 0.226  0.965
-3.14 -0.263   0.471   0.281  0.0244 0.158  0.987
-5.05 -0.393   1.05    0.47   0.0493 0.199  1.01 
-2.47 -0.165   0.101   0.232  0.0271 0.144  0.976
-3.68 -0.0002060.512   0.307  0.0295 0.179  0.987
-2.88 -0.115   0.22    0.215  0.0316 0.187  0.962
-2.09 -0.285   0.366   0.155  0.036  0.137  0.961
-2.92 -0.506   0.392   0.39   0.0269 0.104  0.986
-3.27 -0.0027  0.609   0.271  0.0466 0.196  0.95 
-3.93 -0.248   0.809   0.322  0.0395 0.18   1.01 
-3.29 -0.305   0.68    0.328  0.0312 0.195  0.945
-3.08 -0.0027  0.456   0.385  0.0199 0.116  0.998
-2.41 -0.021   0.256   0.198  0.0262 0.117  0.997
-2.11 -0.272   0.32    0.177  0.0287 0.109  0.986
-3.92 -0.413   0.407   0.515  0.0497 0.152  0.976
-2.5  -0.462   0.704   0.256  0.0334 0.0926 1.01 
-2.82 -0.107   0.0681  0.3    0.0342 0.125  0.99 
-2.69 -0.15    0.206   0.233  0.026  0.0734 1.05 
-4.15 -0.363   0.856   0.513  0.0616 0.139  0.988
-3.2  -0.0636  0.347   0.315  0.0557 0.162  0.958
-3.08 -0.153   0.552   0.363  0.0397 0.107  1    
-3.88 -0.194   0.549   0.469  0.0404 0.148  0.984
-2.43 -0.251   0.709   0.118  0.0342 0.127  0.998
-2.75 -0.155   -0.0409  0.454  0.0194 0.0511 1.02 
-4.82 0.0687  0.625   0.564  0.0554 0.183  0.982
-3.6  0.00153 0.52    0.398  0.036  0.16   0.974
-2.91 -0.604   0.243   0.327  0.0366 0.111  1    
-4.26 -0.134   0.297   0.518  0.0475 0.153  0.992
-2.59 -0.224   0.243   0.36   0.0176 0.0689 1.02 
-3.58 -0.0878  0.56    0.342  0.0528 0.12   1.02 
-3.36 -0.49    0.701   0.48   0.0289 0.118  0.976
-3.77 -0.152   0.768   0.358  0.0707 0.153  0.997
-2.99 -0.309   0.391   0.369  0.0338 0.101  1.01 
-2.12 -0.644   0.00995 0.313  0.0381 0.0923 0.963
-4.04 -0.221   0.732   0.474  0.0555 0.16   0.98 
-4.24 -0.54    1       0.382  0.0956 0.171  1    
-3.12 -0.523   0.572   0.336  0.0909 0.172  0.934
-3.04 -0.16    0.521   0.341  0.0238 0.112  0.998
-2.36 -0.0494  0.309   0.243  0.0385 0.0855 1    
-4.41 -0.203   0.614   0.586  0.0356 0.104  1.03 
-3.84 -0.00574 -0.0275  0.413  0.0307 0.159  0.998
-2.94 -0.214   0.456   0.3    0.0342 0.125  1    
-3.11 -0.0901  0.235   0.398  0.0278 0.109  0.999
-2.9  -0.431   0.286   0.341  0.0331 0.137  0.972
-3.43 0.0112  0.417   0.365  0.0309 0.16   0.968
-4.16 -0.272   0.454   0.443  0.0426 0.185  0.976
-3.18 -0.512   0.128   0.429  0.0356 0.0882 1.03 
-4.28 -0.0436  0.603   0.348  0.0688 0.199  0.998
-2.26 -0.147   0.0783  0.255  0.0302 0.0986 0.995
-2.88 -0.381   0.513   0.213  0.0429 0.227  0.917
-3    -0.205   0.695   0.254  0.0335 0.165  0.971
-3.05 -0.022   0.468   0.28   0.0397 0.135  1    
-3.02 -0.161   0.861   0.343  0.0255 0.101  1.02 
-3.56 -0.302   0.618   0.252  0.0488 0.23   0.943
-3.62 -0.315   0.133   0.521  0.0357 0.122  0.984
-3.2  -0.254   0.634   0.263  0.0286 0.126  1.02 
-3.38 -0.643   0.474   0.419  0.0778 0.102  0.996
-3.23 -0.207   0.829   0.237  0.0404 0.169  0.985
-3.3  -0.471   0.565   0.392  0.0485 0.13   0.99 
-2.34 0.0835  0.181   0.256  0.0254 0.126  0.97 
-2.48 -0.211   0.385   0.291  0.0321 0.0884 1.01 
-4.63 -0.22    0.236   0.667  0.0466 0.101  1.03 
-3.88 -0.0823  -0.235   0.359  0.051  0.217  0.944
-2.6  -0.345   0.273   0.302  0.0414 0.0684 1.02 
-3.2  -0.338   0.15    0.425  0.031  0.148  0.968
-2.64 -0.381   0.531   0.121  0.0609 0.142  0.996
-3.48 -0.0986  0.401   0.379  0.0274 0.167  0.975
-3.36 -0.14    -0.024   0.501  0.0313 0.151  0.95 
-2.93 -0.478   0.441   0.286  0.0315 0.118  1.01 
-1.92 -0.583   0.0172  0.209  0.0293 0.129  0.958
-2.38 -0.693   0.562   0.183  0.0315 0.177  0.939
-3.96 -0.0996  0.257   0.38   0.051  0.199  0.968
-3.51 -0.33    0.913   0.294  0.063  0.223  0.928
-4.27 -0.215   0.302   0.444  0.087  0.175  0.973
-3.11 -0.0833  0.769   0.197  0.0275 0.171  0.985
-2.34 -0.532   0.761   0.161  0.0447 0.105  1.01 
-2.46 -0.541   0.169   0.24   0.0342 0.171  0.942
-4.21 -0.0837  0.369   0.409  0.0324 0.178  1    
-2.8  0.18    0.0682  0.327  0.0182 0.112  1    
-2.1  -0.455   0.38    0.13   0.0517 0.0957 1    
-4.12 -0.315   0.479   0.561  0.0319 0.148  0.983
-4.05 -0.145   0.352   0.365  0.0622 0.213  0.952
-3.17 -0.145   0.71    0.318  0.0321 0.146  0.986
-3.12 -0.342   0.421   0.287  0.0424 0.144  0.992
-4.98 -0.228   0.67    0.678  0.04   0.124  1.03 
-2.88 -0.507   0.532   0.255  0.0568 0.122  1    
-4.23 -0.177   0.411   0.432  0.0548 0.163  1    
-3.24 -0.107   0.0905  0.223  0.0606 0.194  0.97 
-1.21 -0.398   0.318   0.0688 0.0232 0.0991 0.974
-3.93 -0.252   0.449   0.368  0.068  0.207  0.954
-3.42 0.00666 0.28    0.349  0.033  0.129  1.01 
-3.15 -0.271   0.258   0.354  0.027  0.127  1    
-3.34 -0.187   0.928   0.216  0.0661 0.178  0.976
-3.2  -0.378   0.614   0.298  0.0675 0.147  0.98 
-3.37 -0.739   0.838   0.17   0.0773 0.263  0.912
-3.03 -0.328   0.615   0.264  0.0689 0.169  0.96 
-3.8  -0.387   0.914   0.377  0.0486 0.158  0.991
-3.8  0.0572  0.131   0.331  0.0672 0.136  1.03 
-3.44 -0.511   0.377   0.397  0.0386 0.0872 1.04 
-3.09 -0.383   0.228   0.255  0.0456 0.226  0.919
-3.32 -0.572   1.01    0.226  0.036  0.207  0.96 
-4.12 -0.334   0.127   0.641  0.0381 0.123  0.979
-2.73 -0.347   0.578   0.256  0.0202 0.133  0.989
-2.66 -0.305   0.368   0.263  0.0434 0.131  0.977
-2.27 -0.497   0.404   0.277  0.0254 0.118  0.969
-3.04 -0.114   0.562   0.15   0.0561 0.17   0.997
-4.11 -0.0687  0.554   0.324  0.0317 0.242  0.958
-4.57 -0.164   0.958   0.429  0.0376 0.213  0.981
-2.68 -0.233   0.459   0.235  0.0835 0.133  0.961
-3.17 -0.452   0.436   0.264  0.0563 0.189  0.952
-3.29 -0.187   0.375   0.324  0.0621 0.13   1    
-4.01 0.141   0.53    0.284  0.0591 0.234  0.954
-2.8  -0.244   0.0904  0.347  0.0316 0.128  0.968
-2.94 -0.206   0.458   0.251  0.0356 0.165  0.973
-2.56 -0.54    0.507   0.227  0.041  0.133  0.981
-4.08 -0.316   0.742   0.463  0.0353 0.229  0.928
-4.4  -0.11    0.878   0.392  0.0575 0.118  1.06 
-3.46 -0.206   0.596   0.32   0.0467 0.154  0.995
-2.81 -0.21    0.822   0.325  0.0416 0.113  0.988
-3.88 -0.0532  0.651   0.351  0.0583 0.227  0.934
-1.91 -0.121   0.229   0.204  0.0201 0.114  0.969
-3.56 -0.359   0.251   0.366  0.0619 0.151  0.986
-2.38 -0.105   0.319   0.27   0.0355 0.12   0.975
-3.22 -0.21    0.309   0.244  0.0435 0.183  0.97 
-3.32 0.1     0.158   0.312  0.0327 0.168  0.972
-3.6  -0.204   0.281   0.406  0.0264 0.126  1.03 
-4    -0.157   0.661   0.45   0.0714 0.134  1.01 
-2.05 0.0219  0.487   0.218  0.0143 0.103  0.987
-3.71 -0.0796  0.563   0.377  0.0452 0.251  0.898
-3.33 -0.131   0.496   0.186  0.0612 0.174  0.993
-2.72 -0.00132 0.506   0.125  0.0396 0.121  1.03 
-5.02 -0.463   0.522   0.535  0.045  0.23   0.968
-4.02 -0.538   0.619   0.509  0.0425 0.195  0.942
-3.33 -0.393   0.849   0.247  0.0345 0.141  1.02 
-3.68 -0.077   0.792   0.417  0.0366 0.144  1    
-2.69 -0.133   0.519   0.313  0.0559 0.131  0.964
-2.59 -0.372   0.0725  0.358  0.0312 0.11   0.978
-3.91 0.021   0.625   0.416  0.0359 0.111  1.04 
-3.04 -0.286   0.497   0.357  0.0432 0.125  0.984
-3.48 -0.335   0.652   0.413  0.0314 0.137  0.982
-3.06 -0.432   0.794   0.342  0.0447 0.13   0.978
-2.94 -0.293   0.0413  0.379  0.0515 0.132  0.964
-1.95 -0.431   0.706   0.183  0.0533 0.0713 1.01 
-2.07 -0.0474  0.308   0.221  0.019  0.105  0.987
-3.69 -0.0344  0.463   0.427  0.0243 0.205  0.935
-3.93 0.119   0.765   0.425  0.046  0.159  0.988
-2.43 -0.657   0.58    0.311  0.0318 0.067  1.02 
-2.44 -0.162   0.33    0.333  0.0358 0.0649 1.01 
-1.99 -0.523   0.374   0.281  0.0242 0.104  0.967
-4.55 -0.205   0.933   0.442  0.0721 0.228  0.956
-3.3  -0.389   0.193   0.423  0.0438 0.119  0.992
-4.01 -0.232   0.572   0.557  0.0436 0.136  0.98 
-2.77 -0.381   0.675   0.24   0.0417 0.191  0.933
-2.48 -0.209   0.305   0.226  0.0298 0.129  0.986
-4.31 -0.184   0.48    0.49   0.051  0.19   0.966
-2.94 -0.324   0.187   0.362  0.0497 0.0795 1.03 
-3.09 -0.263   0.407   0.33   0.0354 0.143  0.976
-2.58 -0.144   0.204   0.353  0.0214 0.157  0.925
-3.34 -0.245   0.469   0.4    0.0402 0.131  0.984
-4.22 0.0423  0.437   0.363  0.0498 0.22   0.966
-2.74 -0.322   0.0701  0.235  0.0335 0.161  0.967
-4.06 0.00228 0.775   0.489  0.0359 0.152  0.991
-3.83 -0.279   0.579   0.415  0.0639 0.0877 1.05 
-3.32 -0.193   0.68    0.201  0.0412 0.103  1.07 
-2.87 -0.0851  0.518   0.191  0.0515 0.143  0.997
-3.03 -0.25    0.197   0.371  0.0376 0.145  0.964
-2.99 -0.345   0.44    0.269  0.0563 0.148  0.986
-4.11 -0.336   0.35    0.454  0.061  0.118  1.03 
-3.54 -0.0269  0.712   0.323  0.0449 0.181  0.973
-2.8  -0.145   0.527   0.251  0.0327 0.156  0.969
-3.43 -0.245   0.798   0.262  0.0488 0.194  0.966
-3.83 -0.0316  0.539   0.462  0.0587 0.0967 1.03 
-2.62 -0.227   0.344   0.274  0.0203 0.154  0.962
-3.57 -0.022   0.559   0.36   0.031  0.147  1    
-3.57 -0.109   0.966   0.336  0.0296 0.191  0.956
-2.58 -0.0103  -0.0685  0.285  0.0177 0.149  0.961
-3.34 -0.299   0.323   0.341  0.0487 0.129  1    
-5.13 0.00749 1.25    0.577  0.0642 0.139  1.04 
-3.34 -0.166   0.0105  0.463  0.0293 0.0933 1    
-2.43 -0.338   0.32    0.212  0.0325 0.0973 1.01 
-2.53 -0.222   0.812   0.151  0.0502 0.172  0.951
-3.7  -0.269   0.144   0.544  0.0325 0.069  1.05 
-3.78 -0.344   0.788   0.463  0.0437 0.131  0.989
-2.42 -0.457   0.544   0.262  0.0465 0.132  0.959
-2.21 -0.246   -0.018   0.263  0.0375 0.108  0.969
-2.99 -0.365   0.4     0.203  0.0373 0.194  0.959
-2.34 -0.393   0.361   0.253  0.0261 0.124  0.969
-3.06 -0.416   0.252   0.367  0.0451 0.18   0.926
-3.03 -0.436   0.452   0.42   0.0139 0.104  0.995
-2.61 -0.117   0.671   0.269  0.0328 0.122  0.985
-1.67 -0.155   0.106   0.0986 0.0349 0.0539 1.03 
-4.37 -0.191   1.01    0.456  0.0421 0.115  1.06 
-2.91 -0.48    0.619   0.3    0.0393 0.109  1.01 
-3.97 -0.069   0.607   0.496  0.0452 0.115  1.01 
-3.57 -0.304   0.566   0.398  0.042  0.116  1.02 
-3.89 -0.483   0.596   0.426  0.0674 0.212  0.928
-2.32 -0.234   0.614   0.198  0.0239 0.16   0.949
-3.91 -0.19    0.891   0.23   0.057  0.253  0.942
-3.77 -0.29    1.48    0.269  0.0435 0.22   0.962
-3.02 -0.191   0.44    0.241  0.0403 0.124  1.02 
-3.41 -0.0115  0.851   0.293  0.0356 0.198  0.957
-3.81 -0.104   0.473   0.49   0.0253 0.157  0.971
-4.06 -0.0731  1.3     0.297  0.0428 0.242  0.949
-4.18 0.0857  0.932   0.323  0.0431 0.186  1    
-4.14 -0.0413  0.0475  0.443  0.0286 0.199  0.967
-4.02 -0.495   0.804   0.461  0.0562 0.221  0.928
-2.63 -0.147   0.481   0.149  0.0345 0.152  0.984
-3.4  0.0222  0.459   0.27   0.05   0.163  0.982
-1.9  -0.2     0.305   0.175  0.0302 0.117  0.97 
-4.03 -0.323   1.16    0.387  0.047  0.158  1.02 
-2.79 -0.287   0.391   0.357  0.0387 0.121  0.972
-2.66 -0.206   0.232   0.273  0.0303 0.156  0.954
-3.52 -0.338   0.26    0.383  0.0418 0.233  0.904
-3.45 -0.224   0.108   0.342  0.0495 0.162  0.979
-3.59 -0.00409 0.418   0.357  0.0317 0.153  1    
-2.74 -0.253   0.341   0.284  0.0256 0.112  0.998
-4.19 -0.05    0.236   0.401  0.0516 0.201  0.968
-3.21 -0.64    0.711   0.236  0.0556 0.227  0.927
-3.45 -0.165   0.656   0.369  0.0297 0.162  0.975
-3.68 -0.0386  0.79    0.162  0.0459 0.26   0.941
-3.79 -0.367   0.103   0.479  0.067  0.145  0.982
-3.05 -0.128   0.403   0.263  0.055  0.0936 1.04 
-3.9  -0.474   0.165   0.454  0.0568 0.204  0.936
-3.27 0.0786  0.77    0.25   0.0269 0.21   0.941
-2.65 -0.301   -0.174   0.31   0.0311 0.158  0.946
-3.29 -0.339   0.767   0.291  0.0359 0.151  0.996
-2.45 -0.265   0.338   0.231  0.0181 0.124  0.977
-3.12 -0.301   0.487   0.335  0.0463 0.146  0.975
-3.51 -0.156   0.468   0.375  0.0746 0.129  0.997
-2.75 -0.505   0.516   0.256  0.0279 0.159  0.962
-3    -0.032   0.226   0.274  0.0233 0.176  0.956
-2.84 -0.231   0.22    0.302  0.0225 0.14   0.981
-3.02 -0.0731  0.304   0.27   0.035  0.153  0.979
-2.66 -0.341   0.355   0.353  0.0263 0.134  0.961
-2.91 -0.593   0.646   0.172  0.0599 0.228  0.926
-3.57 -0.23    0.563   0.449  0.0425 0.137  0.976
-2.86 -0.318   0.136   0.392  0.0246 0.122  0.975
-4.08 -0.0416  0.46    0.405  0.0605 0.195  0.957
-3.08 -0.253   0.334   0.422  0.0276 0.0974 0.998
-4.19 -0.615   0.124   0.498  0.0453 0.193  0.958
-2.81 -0.468   0.611   0.238  0.0286 0.179  0.964
-2.3  -0.135   0.498   0.294  0.0252 0.101  0.973
-3.15 -0.378   0.655   0.254  0.0468 0.172  0.968
-2.47 -0.31    0.106   0.31   0.0348 0.144  0.944
-3.54 -0.425   0.532   0.399  0.0402 0.134  0.993
-3.93 -0.00356 0.7     0.431  0.0312 0.144  1.01 
-2.89 -0.313   0.626   0.206  0.0336 0.176  0.971
-4.36 -0.0729  0.511   0.533  0.0387 0.159  0.994
-3.85 -0.382   0.625   0.466  0.0544 0.204  0.925
-2.46 -0.285   0.651   0.177  0.0352 0.125  0.992
-3.74 -0.28    1.05    0.248  0.059  0.238  0.944
-3.76 -0.249   -0.146   0.539  0.0289 0.198  0.913
-2.43 -0.143   0.44    0.318  0.0245 0.116  0.964
-3.31 -0.345   0.592   0.389  0.052  0.144  0.971
-5.12 -0.141   1.34    0.525  0.0782 0.192  0.996
-3.53 0.0007770.993   0.293  0.0379 0.167  0.986
-2.37 -0.0493  0.257   0.189  0.0295 0.143  0.966
-2.14 -0.314   0.789   0.103  0.0288 0.155  0.958
-3.72 -0.136   0.238   0.277  0.0739 0.159  1.01 
-2.85 -0.196   0.331   0.335  0.0388 0.0926 1.01 
-3.5  -0.0688  0.675   0.306  0.0566 0.132  1.02 
-3.02 -0.209   0.33    0.377  0.0528 0.0786 1.02 
-3.38 -0.119   0.625   0.287  0.0273 0.164  0.988
-3.16 -0.28    0.41    0.325  0.0533 0.216  0.9  
-3.18 0.0583  0.25    0.441  0.0247 0.0873 1.01 
-2.17 -0.399   -0.359   0.326  0.038  0.111  0.955
-2.72 -0.0774  0.25    0.34   0.0311 0.0877 1.01 
-2.76 -0.388   0.554   0.127  0.0574 0.176  0.973
-2.85 -0.349   0.174   0.313  0.0242 0.116  0.994
-2.48 -0.647   0.226   0.335  0.0302 0.122  0.958
-3.95 -0.293   0.323   0.406  0.0458 0.182  0.972
-3.22 -0.465   0.131   0.386  0.0479 0.144  0.978
-1.96 -0.276   0.569   0.0198 0.0445 0.083  1.04 
-2.71 -0.478   0.118   0.22   0.0266 0.195  0.936
-2.16 -0.0568  0.289   0.245  0.0333 0.0668 1.01 
-2.84 -0.0382  0.335   0.341  0.0188 0.137  0.969
-2.97 -0.184   0.78    0.307  0.0221 0.127  0.999
-3.48 -0.43    0.392   0.361  0.029  0.176  0.97 
-3.33 -0.128   0.267   0.451  0.0236 0.0631 1.05 
-3.24 -0.262   0.4     0.363  0.0459 0.146  0.97 
-3.94 0.0588  0.455   0.35   0.0459 0.192  0.982
-3.37 -0.274   1.11    0.277  0.0368 0.203  0.946
-1.58 -0.348   0.23    0.1    0.0227 0.0662 1.02 
-2.96 -0.0254  0.433   0.197  0.0562 0.21   0.929
-2.11 -0.062   0.308   0.145  0.0165 0.143  0.967
-2.56 -0.173   0.636   0.223  0.0182 0.206  0.913
-3.09 0.0578  0.425   0.339  0.0235 0.156  0.966
-2.53 -0.36    0.704   0.149  0.0695 0.126  1    
-3.24 0.0162  0.542   0.374  0.0282 0.0988 1.01 
-2.66 -0.389   0.635   0.249  0.0173 0.157  0.964
-2.99 -0.397   0.176   0.438  0.0455 0.108  0.975
-3.86 0.0388  0.388   0.383  0.0596 0.165  0.994
-3.33 -0.395   0.568   0.385  0.0413 0.137  0.984
-3.25 -0.0992  0.74    0.277  0.0666 0.176  0.946
-4.08 -0.0169  0.747   0.424  0.0494 0.167  0.988
-2.75 -0.186   0.695   0.185  0.0525 0.167  0.959
-2.37 -0.427   0.0738  0.295  0.0411 0.0995 0.98 
-4.15 -0.234   0.752   0.463  0.0532 0.163  0.991
-2.82 -0.499   0.65    0.383  0.0437 0.0999 0.985
-4.29 0.00239 0.908   0.351  0.0479 0.252  0.943
-3.06 -0.194   0.0788  0.372  0.036  0.175  0.933
-3.43 0.0409  0.587   0.355  0.0319 0.145  0.994
-2.77 -0.182   0.357   0.297  0.0252 0.117  0.998
-2.17 -0.261   0.68    0.188  0.0407 0.109  0.984
-4.07 0.0241  0.251   0.519  0.0342 0.108  1.03 
-3.76 -0.0396  0.0885  0.535  0.0478 0.116  0.986
-3.17 -0.534   0.444   0.258  0.0366 0.18   0.968
-3.16 -0.399   0.536   0.294  0.0455 0.198  0.942
-2.55 -0.219   -0.048   0.343  0.0161 0.146  0.944
-2.65 -0.772   0.331   0.393  0.0592 0.0947 0.973
-3.15 -0.389   0.332   0.447  0.0657 0.0909 0.99 
-3.2  -0.22    0.716   0.276  0.0357 0.177  0.969
-2.78 -0.046   0.631   0.179  0.0458 0.154  0.979
-2.62 -0.329   0.505   0.276  0.0267 0.108  1    
-3.78 0.024   0.574   0.443  0.0512 0.0739 1.05 
-3.27 -0.127   0.406   0.285  0.0425 0.141  1    
-3.55 -0.204   0.359   0.337  0.0657 0.157  0.985
-4.05 -0.579   0.85    0.496  0.0499 0.183  0.956
-2.18 -0.421   -0.108   0.303  0.0244 0.0951 0.985
-4.28 -0.257   0.363   0.446  0.0431 0.208  0.965
-3.63 0.00198 0.434   0.393  0.0274 0.141  1.01 
-3.01 -0.417   0.463   0.316  0.0419 0.0929 1.02 
-3.7  -0.278   0.287   0.429  0.0299 0.15   0.99 
-3    -0.0611  -0.0972  0.382  0.0204 0.103  1    
-3.14 -0.419   0.0697  0.261  0.0486 0.177  0.968
-3.83 0.0237  0.636   0.369  0.0257 0.218  0.947
-3.3  -0.273   0.306   0.388  0.0387 0.207  0.915
-3.4  -0.183   0.842   0.268  0.0538 0.163  0.987
-3.48 -0.513   0.187   0.429  0.0397 0.18   0.941
-2.52 -0.184   0.402   0.192  0.0505 0.11   1.01 
bhat.bootlong= pivot_longer(bhat.boot, cols= names(bhat.boot), names_to="variable", values_to="bootstrap_value")
bhat.bootlong
variablebootstrap_value
(Intercept)-2.88    
failures-0.26    
schoolsupyes0.503   
famrel0.338   
absences0.0323  
G10.141   
G20.957   
(Intercept)-2.94    
failures-0.482   
schoolsupyes0.425   
famrel0.373   
absences0.0477  
G10.132   
G20.968   
(Intercept)-3.68    
failures-0.0129  
schoolsupyes0.225   
famrel0.312   
absences0.0345  
G10.191   
G20.974   
(Intercept)-3.61    
failures-0.333   
schoolsupyes0.308   
famrel0.441   
absences0.033   
G10.142   
G20.988   
(Intercept)-2.85    
failures-0.182   
schoolsupyes0.203   
famrel0.319   
absences0.0345  
G10.177   
G20.929   
(Intercept)-4.26    
failures-0.197   
schoolsupyes0.602   
famrel0.61    
absences0.0371  
G10.17    
G20.956   
(Intercept)-4.47    
failures-0.194   
schoolsupyes0.182   
famrel0.623   
absences0.0499  
G10.145   
G20.986   
(Intercept)-2.2     
failures-0.5     
schoolsupyes0.101   
famrel0.201   
absences0.0625  
G10.0886  
G21       
(Intercept)-3.42    
failures-0.367   
schoolsupyes0.352   
famrel0.439   
absences0.0344  
G10.0883  
G21.02    
(Intercept)-3.9     
failures-0.123   
schoolsupyes0.422   
famrel0.367   
absences0.0404  
G10.207   
G20.964   
(Intercept)-3.64    
failures-0.268   
schoolsupyes0.621   
famrel0.405   
absences0.0434  
G10.141   
G20.99    
(Intercept)-3.08    
failures-0.341   
schoolsupyes0.448   
famrel0.343   
absences0.0654  
G10.076   
G21.03    
(Intercept)-3.56    
failures-0.275   
schoolsupyes0.68    
famrel0.329   
absences0.0284  
G10.175   
G20.981   
(Intercept)-3.78    
failures-0.136   
schoolsupyes0.68    
famrel0.388   
absences0.0268  
G10.162   
G21       
(Intercept)-3.59    
failures-0.276   
schoolsupyes0.481   
famrel0.38    
absences0.0394  
G10.161   
G20.978   
(Intercept)-3.54    
failures-0.464   
schoolsupyes0.373   
famrel0.366   
absences0.0733  
G10.205   
G20.927   
(Intercept)-2.73    
failures-0.0267  
schoolsupyes0.748   
famrel0.0845  
absences0.0257  
G10.127   
G21.05    
(Intercept)-2.96    
failures-0.116   
schoolsupyes0.502   
famrel0.222   
absences0.0383  
G10.185   
G20.956   
(Intercept)-2.54    
failures-0.223   
schoolsupyes0.317   
famrel0.249   
absences0.0493  
G10.137   
G20.968   
(Intercept)-2.99    
failures-0.281   
schoolsupyes0.318   
famrel0.23    
absences0.033   
G10.172   
G20.971   
(Intercept)-2.12    
failures-0.375   
schoolsupyes0.416   
famrel0.252   
absences0.023   
G10.0902  
G20.996   
(Intercept)-3.58    
failures-0.579   
schoolsupyes0.451   
famrel0.485   
absences0.0656  
G10.116   
G20.992   
(Intercept)-3.01    
failures-0.128   
schoolsupyes0.142   
famrel0.412   
absences0.0171  
G10.113   
G20.993   
(Intercept)-3.09    
failures-0.326   
schoolsupyes0.467   
famrel0.289   
absences0.0374  
G10.139   
G20.996   
(Intercept)-3.04    
failures-0.251   
schoolsupyes0.644   
famrel0.329   
absences0.0441  
G10.143   
G20.972   
(Intercept)-3.3     
failures0.144   
schoolsupyes0.814   
famrel0.237   
absences0.0343  
G10.138   
G21.02    
(Intercept)-3.14    
failures-0.209   
schoolsupyes0.301   
famrel0.377   
absences0.0323  
G10.1     
G21       
(Intercept)-4.78    
failures0.00889 
schoolsupyes0.513   
famrel0.446   
absences0.0632  
G10.218   
G20.99    
(Intercept)-2.18    
failures-0.0968  
schoolsupyes0.266   
famrel0.213   
absences0.0405  
G10.116   
G20.979   
(Intercept)-3.52    
failures0.027   
schoolsupyes0.378   
famrel0.406   
absences0.0326  
G10.111   
G21.03    
(Intercept)-3.86    
failures-0.448   
schoolsupyes0.0382  
famrel0.469   
absences0.0417  
G10.177   
G20.963   
(Intercept)-3.92    
failures-0.363   
schoolsupyes1.07    
famrel0.326   
absences0.0328  
G10.25    
G20.92    
(Intercept)-3.85    
failures-0.319   
schoolsupyes0.119   
famrel0.575   
absences0.0351  
G10.111   
G20.991   
(Intercept)-3.28    
failures-0.23    
schoolsupyes-0.00575 
famrel0.435   
absences0.0276  
G10.169   
G20.946   
(Intercept)-2.79    
failures-0.15    
schoolsupyes0.0827  
famrel0.271   
absences0.057   
G10.0886  
G21.02    
(Intercept)-3.06    
failures-0.365   
schoolsupyes0.671   
famrel0.198   
absences0.0509  
G10.172   
G20.969   
(Intercept)-3.14    
failures-0.107   
schoolsupyes-0.169   
famrel0.453   
absences0.0347  
G10.117   
G20.972   
(Intercept)-3.42    
failures-0.0485  
schoolsupyes0.737   
famrel0.208   
absences0.0662  
G10.199   
G20.956   
(Intercept)-2.86    
failures-0.176   
schoolsupyes0.337   
famrel0.175   
absences0.0389  
G10.161   
G20.988   
(Intercept)-2.62    
failures-0.535   
schoolsupyes0.569   
famrel0.268   
absences0.0458  
G10.152   
G20.948   
(Intercept)-4.07    
failures-0.205   
schoolsupyes0.371   
famrel0.463   
absences0.0429  
G10.175   
G20.969   
(Intercept)-2.37    
failures-0.261   
schoolsupyes0.377   
famrel0.233   
absences0.0371  
G10.12    
G20.975   
(Intercept)-2.46    
failures-0.258   
schoolsupyes0.25    
famrel0.301   
absences0.0286  
G10.112   
G20.977   
(Intercept)-3.06    
failures-0.104   
schoolsupyes0.617   
famrel0.373   
absences0.0385  
G10.0491  
G21.06    
(Intercept)-2.99    
failures-0.225   
schoolsupyes0.0715  
famrel0.379   
absences0.0439  
G10.0918  
G21.01    
(Intercept)-2.43    
failures-0.526   
schoolsupyes0.877   
famrel0.08    
absences0.057   
G10.17    
G20.969   
(Intercept)-3.31    
failures-0.254   
schoolsupyes0.848   
famrel0.13    
absences0.0559  
G10.257   
G20.92    
(Intercept)-2.82    
failures-0.202   
schoolsupyes-0.27    
famrel0.326   
absences0.0304  
G10.141   
G20.973   
(Intercept)-2.89    
failures-0.187   
schoolsupyes0.807   
famrel0.257   
absences0.0274  
G10.167   
G20.97    
(Intercept)-3.03    
failures-0.397   
schoolsupyes0.321   
famrel0.382   
absences0.0524  
G10.0866  
G21.01    
(Intercept)-3.22    
failures-0.187   
schoolsupyes0.552   
famrel0.357   
absences0.0268  
G10.132   
G20.985   
(Intercept)-4.63    
failures0.242   
schoolsupyes0.749   
famrel0.403   
absences0.0392  
G10.227   
G20.969   
(Intercept)-3.06    
failures-0.16    
schoolsupyes0.453   
famrel0.18    
absences0.0591  
G10.213   
G20.933   
(Intercept)-4.44    
failures-0.231   
schoolsupyes0.777   
famrel0.56    
absences0.0293  
G10.129   
G21.03    
(Intercept)-2.89    
failures0.00656 
schoolsupyes0.536   
famrel0.191   
absences0.0359  
G10.156   
G20.988   
(Intercept)-2.95    
failures-0.171   
schoolsupyes0.811   
famrel0.284   
absences0.0432  
G10.121   
G21       
(Intercept)-3.7     
failures-0.16    
schoolsupyes0.615   
famrel0.428   
absences0.0345  
G10.148   
G20.993   
(Intercept)-2.63    
failures-0.0292  
schoolsupyes0.25    
famrel0.153   
absences0.0323  
G10.16    
G20.984   
(Intercept)-2.14    
failures-0.256   
schoolsupyes0.173   
famrel0.228   
absences0.0346  
G10.108   
G20.978   
(Intercept)-2.76    
failures-0.113   
schoolsupyes0.255   
famrel0.205   
absences0.0463  
G10.142   
G20.98    
(Intercept)-2.61    
failures-0.487   
schoolsupyes0.829   
famrel0.122   
absences0.0352  
G10.199   
G20.952   
(Intercept)-3.72    
failures-0.17    
schoolsupyes0.379   
famrel0.437   
absences0.0276  
G10.135   
G21       
(Intercept)-2.75    
failures-0.183   
schoolsupyes0.326   
famrel0.329   
absences0.0404  
G10.0795  
G21.01    
(Intercept)-3.04    
failures-0.0915  
schoolsupyes0.297   
famrel0.357   
absences0.045   
G10.118   
G20.995   
(Intercept)-3.76    
failures-0.025   
schoolsupyes0.417   
famrel0.26    
absences0.0508  
G10.198   
G20.98    
(Intercept)-1.6     
failures-0.329   
schoolsupyes0.149   
famrel0.159   
absences0.0242  
G10.0917  
G20.979   
(Intercept)-3.81    
failures-0.281   
schoolsupyes0.721   
famrel0.339   
absences0.0937  
G10.24    
G20.914   
(Intercept)-3.29    
failures-0.27    
schoolsupyes0.254   
famrel0.38    
absences0.0503  
G10.177   
G20.937   
(Intercept)-2.51    
failures-0.135   
schoolsupyes0.588   
famrel0.057   
absences0.0379  
G10.125   
G21.04    
(Intercept)-2.64    
failures-0.384   
schoolsupyes0.487   
famrel0.234   
absences0.0243  
G10.136   
G20.987   
(Intercept)-2.9     
failures-0.15    
schoolsupyes0.517   
famrel0.234   
absences0.025   
G10.173   
G20.964   
(Intercept)-3.13    
failures-0.351   
schoolsupyes0.34    
famrel0.395   
absences0.0349  
G10.111   
G20.998   
(Intercept)-3.87    
failures-0.17    
schoolsupyes0.59    
famrel0.375   
absences0.0528  
G10.146   
G21.02    
(Intercept)-3.09    
failures-0.263   
schoolsupyes0.533   
famrel0.152   
absences0.0666  
G10.119   
G21.05    
(Intercept)-3.13    
failures-0.428   
schoolsupyes0.881   
famrel0.286   
absences0.0287  
G10.192   
G20.946   
(Intercept)-3.95    
failures-0.0647  
schoolsupyes0.569   
famrel0.323   
absences0.054   
G10.177   
G20.997   
(Intercept)-3.16    
failures-0.0018  
schoolsupyes0.504   
famrel0.37    
absences0.016   
G10.122   
G21       
(Intercept)-3.04    
failures-0.322   
schoolsupyes0.313   
famrel0.304   
absences0.0308  
G10.112   
G21.02    
(Intercept)-4.3     
failures0.224   
schoolsupyes0.246   
famrel0.341   
absences0.0503  
G10.195   
G21       
(Intercept)-2.48    
failures-0.165   
schoolsupyes0.543   
famrel0.263   
absences0.0203  
G10.0788  
G21.03    
(Intercept)-2.71    
failures-0.183   
schoolsupyes0.0693  
famrel0.326   
absences0.0611  
G10.0679  
G21.03    
(Intercept)-2.34    
failures-0.19    
schoolsupyes0.426   
famrel0.111   
absences0.0517  
G10.183   
G20.941   
(Intercept)-3.72    
failures-0.00809 
schoolsupyes0.696   
famrel0.289   
absences0.0434  
G10.156   
G21.01    
(Intercept)-3.63    
failures-0.433   
schoolsupyes0.122   
famrel0.382   
absences0.0485  
G10.126   
G21.02    
(Intercept)-3.75    
failures-0.0826  
schoolsupyes0.718   
famrel0.385   
absences0.0666  
G10.158   
G20.983   
(Intercept)-3.51    
failures-0.0242  
schoolsupyes0.685   
famrel0.328   
absences0.0479  
G10.187   
G20.964   
(Intercept)-4.35    
failures-0.217   
schoolsupyes0.398   
famrel0.559   
absences0.0513  
G10.179   
G20.955   
(Intercept)-3.81    
failures-0.241   
schoolsupyes0.42    
famrel0.435   
absences0.0612  
G10.151   
G20.992   
(Intercept)-3.19    
failures-0.187   
schoolsupyes0.771   
famrel0.2     
absences0.04    
G10.155   
G21.01    
(Intercept)-2.64    
failures-0.278   
schoolsupyes0.788   
famrel0.0921  
absences0.0635  
G10.167   
G20.976   
(Intercept)-3.45    
failures-0.271   
schoolsupyes0.396   
famrel0.465   
absences0.0136  
G10.0883  
G21.02    
(Intercept)-4.11    
failures-0.0899  
schoolsupyes0.936   
famrel0.457   
absences0.0376  
G10.133   
G21.02    
(Intercept)-2.44    
failures-0.365   
schoolsupyes0.431   
famrel0.265   
absences0.0442  
G10.0818  
G21.02    
(Intercept)-2.87    
failures0.143   
schoolsupyes0.655   
famrel0.202   
absences0.0202  
G10.164   
G20.972   
(Intercept)-4.39    
failures0.0235  
schoolsupyes0.291   
famrel0.519   
absences0.0628  
G10.139   
G21.01    
(Intercept)-2.11    
failures-0.142   
schoolsupyes0.515   
famrel0.159   
absences0.0255  
G10.106   
G21       
(Intercept)-3.71    
failures0.0149  
schoolsupyes0.24    
famrel0.457   
absences0.0486  
G10.126   
G21       
(Intercept)-2.77    
failures-0.258   
schoolsupyes0.277   
famrel0.361   
absences0.0378  
G10.0679  
G21.02    
(Intercept)-2.58    
failures-0.441   
schoolsupyes0.105   
famrel0.39    
absences0.0124  
G10.073   
G21       
(Intercept)-3.65    
failures-0.351   
schoolsupyes0.547   
famrel0.448   
absences0.0736  
G10.149   
G20.957   
(Intercept)-3       
failures-0.217   
schoolsupyes-0.0102  
famrel0.31    
absences0.0337  
G10.183   
G20.947   
(Intercept)-3.52    
failures-0.147   
schoolsupyes0.543   
famrel0.326   
absences0.0591  
G10.126   
G21.03    
(Intercept)-3.17    
failures-0.0455  
schoolsupyes-0.0524  
famrel0.387   
absences0.0384  
G10.102   
G21.01    
(Intercept)-2.48    
failures-0.124   
schoolsupyes0.829   
famrel0.192   
absences0.0431  
G10.169   
G20.936   
(Intercept)-4.31    
failures0.0166  
schoolsupyes0.758   
famrel0.455   
absences0.0462  
G10.16    
G21       
(Intercept)-3.33    
failures-0.229   
schoolsupyes0.571   
famrel0.439   
absences0.0431  
G10.105   
G20.997   
(Intercept)-2.93    
failures-0.055   
schoolsupyes0.607   
famrel0.254   
absences0.0302  
G10.129   
G21       
(Intercept)-3.1     
failures-0.237   
schoolsupyes0.963   
famrel0.187   
absences0.0598  
G10.208   
G20.938   
(Intercept)-4.2     
failures-0.369   
schoolsupyes0.402   
famrel0.551   
absences0.0802  
G10.155   
G20.96    
(Intercept)-1.58    
failures-0.267   
schoolsupyes0.506   
famrel0.163   
absences0.0314  
G10.132   
G20.937   
(Intercept)-3.6     
failures0.162   
schoolsupyes0.672   
famrel0.234   
absences0.0409  
G10.188   
G20.99    
(Intercept)-2.67    
failures-0.452   
schoolsupyes0.363   
famrel0.247   
absences0.0412  
G10.157   
G20.958   
(Intercept)-2.52    
failures-0.413   
schoolsupyes0.552   
famrel0.292   
absences0.0358  
G10.109   
G20.98    
(Intercept)-3.26    
failures-0.0992  
schoolsupyes0.589   
famrel0.277   
absences0.0217  
G10.163   
G20.989   
(Intercept)-2.61    
failures-0.184   
schoolsupyes0.684   
famrel0.165   
absences0.0349  
G10.142   
G20.99    
(Intercept)-3.27    
failures-0.0711  
schoolsupyes0.444   
famrel0.349   
absences0.0178  
G10.127   
G21.01    
(Intercept)-4.43    
failures-0.262   
schoolsupyes0.521   
famrel0.466   
absences0.0354  
G10.186   
G20.99    
(Intercept)-2.82    
failures0.132   
schoolsupyes0.427   
famrel0.254   
absences0.0431  
G10.126   
G20.991   
(Intercept)-3.14    
failures-0.241   
schoolsupyes0.554   
famrel0.221   
absences0.0332  
G10.202   
G20.955   
(Intercept)-3.22    
failures-0.432   
schoolsupyes0.233   
famrel0.49    
absences0.0339  
G10.101   
G20.99    
(Intercept)-4.33    
failures0.383   
schoolsupyes0.202   
famrel0.421   
absences0.0306  
G10.194   
G20.997   
(Intercept)-3.37    
failures-0.126   
schoolsupyes0.2     
famrel0.278   
absences0.0266  
G10.191   
G20.976   
(Intercept)-3.73    
failures-0.55    
schoolsupyes0.987   
famrel0.353   
absences0.035   
G10.192   
G20.969   
(Intercept)-3.45    
failures-0.0991  
schoolsupyes0.0539  
famrel0.271   
absences0.0273  
G10.181   
G20.978   
(Intercept)-2.37    
failures-0.146   
schoolsupyes0.456   
famrel0.0907  
absences0.04    
G10.17    
G20.972   
(Intercept)-3.76    
failures-0.262   
schoolsupyes0.487   
famrel0.423   
absences0.0583  
G10.202   
G20.927   
(Intercept)-3.79    
failures-0.106   
schoolsupyes0.24    
famrel0.364   
absences0.0435  
G10.172   
G20.987   
(Intercept)-3.89    
failures-0.408   
schoolsupyes0.371   
famrel0.483   
absences0.0253  
G10.196   
G20.949   
(Intercept)-2.77    
failures-0.179   
schoolsupyes-0.039   
famrel0.416   
absences0.0148  
G10.149   
G20.939   
(Intercept)-2.34    
failures-0.344   
schoolsupyes0.211   
famrel0.258   
absences0.0506  
G10.0839  
G21.01    
(Intercept)-3.51    
failures-0.315   
schoolsupyes0.726   
famrel0.347   
absences0.0392  
G10.218   
G20.925   
(Intercept)-3.96    
failures-0.121   
schoolsupyes0.332   
famrel0.413   
absences0.0258  
G10.195   
G20.976   
(Intercept)-3.54    
failures-0.63    
schoolsupyes0.656   
famrel0.431   
absences0.0471  
G10.18    
G20.94    
(Intercept)-3.42    
failures-0.437   
schoolsupyes0.0647  
famrel0.398   
absences0.0668  
G10.172   
G20.942   
(Intercept)-3.33    
failures-0.375   
schoolsupyes0.454   
famrel0.327   
absences0.0485  
G10.167   
G20.978   
(Intercept)-3.69    
failures-0.164   
schoolsupyes0.683   
famrel0.394   
absences0.0442  
G10.178   
G20.96    
(Intercept)-3.2     
failures-0.0351  
schoolsupyes0.528   
famrel0.287   
absences0.0339  
G10.122   
G21.02    
(Intercept)-2.79    
failures-0.378   
schoolsupyes0.704   
famrel0.283   
absences0.0383  
G10.184   
G20.928   
(Intercept)-3.8     
failures-0.0771  
schoolsupyes0.539   
famrel0.252   
absences0.0335  
G10.226   
G20.966   
(Intercept)-3.75    
failures-0.165   
schoolsupyes0.39    
famrel0.444   
absences0.0477  
G10.118   
G21.01    
(Intercept)-2.66    
failures-0.0944  
schoolsupyes0.35    
famrel0.242   
absences0.0257  
G10.147   
G20.974   
(Intercept)-2.5     
failures-0.309   
schoolsupyes0.147   
famrel0.34    
absences0.0165  
G10.116   
G20.974   
(Intercept)-4.94    
failures-0.146   
schoolsupyes-0.16    
famrel0.679   
absences0.0508  
G10.14    
G21.01    
(Intercept)-2.6     
failures-0.172   
schoolsupyes0.353   
famrel0.177   
absences0.0445  
G10.18    
G20.951   
(Intercept)-4.56    
failures-0.332   
schoolsupyes0.304   
famrel0.59    
absences0.0652  
G10.122   
G21.02    
(Intercept)-3.5     
failures-0.00594 
schoolsupyes0.536   
famrel0.251   
absences0.0631  
G10.153   
G21.01    
(Intercept)-2.79    
failures-0.24    
schoolsupyes0.296   
famrel0.221   
absences0.0289  
G10.125   
G21.02    
(Intercept)-2.42    
failures-0.232   
schoolsupyes0.317   
famrel0.146   
absences0.0235  
G10.17    
G20.956   
(Intercept)-2.83    
failures-0.246   
schoolsupyes0.386   
famrel0.123   
absences0.0497  
G10.224   
G20.943   
(Intercept)-3.92    
failures-0.178   
schoolsupyes0.835   
famrel0.427   
absences0.0731  
G10.189   
G20.945   
(Intercept)-3.56    
failures-0.244   
schoolsupyes0.597   
famrel0.398   
absences0.055   
G10.103   
G21.02    
(Intercept)-3.46    
failures-0.247   
schoolsupyes0.66    
famrel0.405   
absences0.0379  
G10.148   
G20.975   
(Intercept)-3.45    
failures0.0753  
schoolsupyes0.269   
famrel0.35    
absences0.0316  
G10.147   
G20.991   
(Intercept)-2.98    
failures-0.000208
schoolsupyes0.16    
famrel0.32    
absences0.0168  
G10.15    
G20.975   
(Intercept)-3.61    
failures-0.45    
schoolsupyes0.539   
famrel0.416   
absences0.0382  
G10.184   
G20.95    
(Intercept)-3.79    
failures0.0913  
schoolsupyes0.492   
famrel0.311   
absences0.0566  
G10.196   
G20.965   
(Intercept)-2.57    
failures-0.574   
schoolsupyes0.249   
famrel0.22    
absences0.0266  
G10.18    
G20.941   
(Intercept)-3.23    
failures-0.351   
schoolsupyes-0.0545  
famrel0.373   
absences0.0227  
G10.184   
G20.944   
(Intercept)-2.33    
failures-0.427   
schoolsupyes-0.122   
famrel0.301   
absences0.0353  
G10.106   
G20.977   
(Intercept)-3.64    
failures-0.2     
schoolsupyes0.869   
famrel0.24    
absences0.0486  
G10.24    
G20.939   
(Intercept)-2.32    
failures-0.122   
schoolsupyes0.443   
famrel0.231   
absences0.0241  
G10.127   
G20.971   
(Intercept)-3.31    
failures-0.186   
schoolsupyes0.915   
famrel0.421   
absences0.05    
G10.0844  
G21.02    
(Intercept)-2.64    
failures-0.068   
schoolsupyes0.322   
famrel0.324   
absences0.0174  
G10.132   
G20.965   
(Intercept)-4.14    
failures-0.532   
schoolsupyes0.592   
famrel0.536   
absences0.0437  
G10.163   
G20.969   
(Intercept)-3.45    
failures-0.193   
schoolsupyes0.346   
famrel0.306   
absences0.0375  
G10.166   
G20.982   
(Intercept)-5.09    
failures-0.112   
schoolsupyes0.563   
famrel0.449   
absences0.0683  
G10.26    
G20.957   
(Intercept)-3.66    
failures-0.268   
schoolsupyes0.701   
famrel0.256   
absences0.0594  
G10.17    
G21       
(Intercept)-2.63    
failures-0.473   
schoolsupyes0.206   
famrel0.422   
absences0.0298  
G10.0869  
G20.988   
(Intercept)-3.43    
failures-0.124   
schoolsupyes0.714   
famrel0.385   
absences0.0405  
G10.172   
G20.954   
(Intercept)-2.54    
failures-0.359   
schoolsupyes0.777   
famrel0.356   
absences0.028   
G10.08    
G20.995   
(Intercept)-3.53    
failures-0.249   
schoolsupyes0.252   
famrel0.441   
absences0.0283  
G10.174   
G20.946   
(Intercept)-3.32    
failures-0.101   
schoolsupyes0.363   
famrel0.342   
absences0.0446  
G10.216   
G20.912   
(Intercept)-5.04    
failures-0.014   
schoolsupyes0.328   
famrel0.639   
absences0.0429  
G10.161   
G21.01    
(Intercept)-3.28    
failures-0.194   
schoolsupyes0.458   
famrel0.327   
absences0.0487  
G10.138   
G20.992   
(Intercept)-2.91    
failures-0.178   
schoolsupyes0.496   
famrel0.257   
absences0.037   
G10.121   
G21.01    
(Intercept)-2.82    
failures-0.129   
schoolsupyes0.453   
famrel0.353   
absences0.0233  
G10.125   
G20.98    
(Intercept)-3.22    
failures-0.107   
schoolsupyes0.389   
famrel0.252   
absences0.0357  
G10.201   
G20.951   
(Intercept)-3.59    
failures-0.0798  
schoolsupyes0.644   
famrel0.292   
absences0.0642  
G10.161   
G20.997   
(Intercept)-3.04    
failures-0.311   
schoolsupyes0.458   
famrel0.414   
absences0.0479  
G10.0835  
G21.01    
(Intercept)-4.58    
failures-0.474   
schoolsupyes0.398   
famrel0.502   
absences0.0615  
G10.0931  
G21.08    
(Intercept)-3.79    
failures-0.032   
schoolsupyes0.616   
famrel0.437   
absences0.0195  
G10.169   
G20.98    
(Intercept)-3.03    
failures0.161   
schoolsupyes0.649   
famrel0.254   
absences0.0392  
G10.146   
G20.994   
(Intercept)-3.1     
failures-0.0864  
schoolsupyes0.835   
famrel0.15    
absences0.0362  
G10.196   
G20.98    
(Intercept)-2.84    
failures-0.41    
schoolsupyes0.481   
famrel0.328   
absences0.0553  
G10.124   
G20.972   
(Intercept)-4.56    
failures-0.0621  
schoolsupyes0.488   
famrel0.593   
absences0.0391  
G10.127   
G21.02    
(Intercept)-2.57    
failures-0.314   
schoolsupyes0.515   
famrel0.252   
absences0.0459  
G10.115   
G20.989   
(Intercept)-4.37    
failures-0.155   
schoolsupyes1.1     
famrel0.458   
absences0.0709  
G10.192   
G20.965   
(Intercept)-3.59    
failures-0.0889  
schoolsupyes0.653   
famrel0.359   
absences0.0366  
G10.183   
G20.97    
(Intercept)-4.39    
failures-0.0497  
schoolsupyes0.647   
famrel0.461   
absences0.0356  
G10.133   
G21.05    
(Intercept)-3.54    
failures0.00819 
schoolsupyes0.358   
famrel0.37    
absences0.0424  
G10.144   
G20.991   
(Intercept)-4.04    
failures-0.318   
schoolsupyes0.457   
famrel0.471   
absences0.0356  
G10.211   
G20.94    
(Intercept)-3.78    
failures-0.274   
schoolsupyes0.415   
famrel0.253   
absences0.0844  
G10.248   
G20.93    
(Intercept)-3.53    
failures-0.207   
schoolsupyes0.787   
famrel0.332   
absences0.0403  
G10.192   
G20.953   
(Intercept)-3.82    
failures-0.241   
schoolsupyes0.668   
famrel0.32    
absences0.0469  
G10.171   
G21       
(Intercept)-2.58    
failures-0.0637  
schoolsupyes0.213   
famrel0.249   
absences0.0286  
G10.0823  
G21.03    
(Intercept)-3.61    
failures-0.492   
schoolsupyes0.7     
famrel0.396   
absences0.0423  
G10.193   
G20.947   
(Intercept)-4.57    
failures-0.34    
schoolsupyes0.059   
famrel0.604   
absences0.0581  
G10.209   
G20.92    
(Intercept)-4.52    
failures-0.235   
schoolsupyes0.301   
famrel0.532   
absences0.0296  
G10.178   
G20.999   
(Intercept)-3.97    
failures-0.195   
schoolsupyes0.774   
famrel0.371   
absences0.0908  
G10.19    
G20.969   
(Intercept)-3.75    
failures-0.0584  
schoolsupyes0.49    
famrel0.449   
absences0.0331  
G10.156   
G20.972   
(Intercept)-2.86    
failures-0.0783  
schoolsupyes0.849   
famrel0.328   
absences0.0316  
G10.0943  
G21.01    
(Intercept)-2.77    
failures-0.138   
schoolsupyes0.522   
famrel0.232   
absences0.0242  
G10.157   
G20.972   
(Intercept)-4.06    
failures-0.275   
schoolsupyes0.247   
famrel0.676   
absences0.0617  
G10.101   
G20.977   
(Intercept)-2.79    
failures-0.485   
schoolsupyes0.614   
famrel0.332   
absences0.024   
G10.139   
G20.969   
(Intercept)-3.06    
failures-0.37    
schoolsupyes0.316   
famrel0.324   
absences0.0586  
G10.0851  
G21.03    
(Intercept)-3.22    
failures-0.278   
schoolsupyes1.03    
famrel0.188   
absences0.0479  
G10.241   
G20.922   
(Intercept)-2.94    
failures-0.218   
schoolsupyes0.117   
famrel0.385   
absences0.026   
G10.129   
G20.967   
(Intercept)-2.86    
failures-0.536   
schoolsupyes0.497   
famrel0.291   
absences0.0639  
G10.116   
G20.99    
(Intercept)-2.88    
failures-0.0305  
schoolsupyes0.438   
famrel0.263   
absences0.0318  
G10.131   
G21       
(Intercept)-3.78    
failures-0.014   
schoolsupyes0.511   
famrel0.409   
absences0.0649  
G10.172   
G20.963   
(Intercept)-2.37    
failures-0.123   
schoolsupyes0.693   
famrel0.156   
absences0.0285  
G10.123   
G21       
(Intercept)-3.65    
failures-0.215   
schoolsupyes0.381   
famrel0.468   
absences0.0347  
G10.132   
G20.989   
(Intercept)-2.97    
failures-0.346   
schoolsupyes0.139   
famrel0.304   
absences0.0484  
G10.132   
G20.995   
(Intercept)-3.42    
failures0.0703  
schoolsupyes0.514   
famrel0.284   
absences0.0331  
G10.103   
G21.05    
(Intercept)-2.23    
failures-0.0563  
schoolsupyes0.365   
famrel0.243   
absences0.00917 
G10.12    
G20.978   
(Intercept)-3.42    
failures-0.23    
schoolsupyes0.764   
famrel0.456   
absences0.0222  
G10.129   
G20.985   
(Intercept)-3.38    
failures-0.37    
schoolsupyes0.553   
famrel0.249   
absences0.0689  
G10.231   
G20.928   
(Intercept)-2.47    
failures-0.493   
schoolsupyes0.158   
famrel0.271   
absences0.0442  
G10.108   
G20.99    
(Intercept)-2.58    
failures-0.0299  
schoolsupyes0.626   
famrel0.27    
absences0.0294  
G10.0907  
G21.01    
(Intercept)-3.06    
failures-0.0848  
schoolsupyes0.665   
famrel0.167   
absences0.0497  
G10.193   
G20.959   
(Intercept)-2.82    
failures-0.227   
schoolsupyes0.674   
famrel0.111   
absences0.0304  
G10.21    
G20.969   
(Intercept)-3.45    
failures-0.284   
schoolsupyes0.0968  
famrel0.456   
absences0.0179  
G10.124   
G21       
(Intercept)-3.35    
failures-0.267   
schoolsupyes0.728   
famrel0.257   
absences0.0371  
G10.127   
G21.02    
(Intercept)-2.91    
failures-0.313   
schoolsupyes0.412   
famrel0.346   
absences0.0368  
G10.172   
G20.933   
(Intercept)-2.72    
failures-0.337   
schoolsupyes0.191   
famrel0.327   
absences0.0507  
G10.0994  
G20.988   
(Intercept)-3.51    
failures-0.293   
schoolsupyes0.263   
famrel0.46    
absences0.0358  
G10.0614  
G21.05    
(Intercept)-3.07    
failures0.0635  
schoolsupyes0.462   
famrel0.286   
absences0.0194  
G10.156   
G20.977   
(Intercept)-3.52    
failures-0.326   
schoolsupyes0.431   
famrel0.351   
absences0.0352  
G10.136   
G21.01    
(Intercept)-3.57    
failures-0.094   
schoolsupyes0.483   
famrel0.294   
absences0.0507  
G10.192   
G20.968   
(Intercept)-3.38    
failures-0.187   
schoolsupyes0.309   
famrel0.253   
absences0.0654  
G10.156   
G20.991   
(Intercept)-2.9     
failures-0.232   
schoolsupyes0.957   
famrel0.199   
absences0.0283  
G10.145   
G21.01    
(Intercept)-1.7     
failures-0.431   
schoolsupyes0.428   
famrel0.209   
absences0.0228  
G10.0822  
G20.98    
(Intercept)-3.47    
failures-0.192   
schoolsupyes0.613   
famrel0.392   
absences0.0264  
G10.133   
G20.994   
(Intercept)-3.37    
failures-0.219   
schoolsupyes0.277   
famrel0.46    
absences0.0541  
G10.1     
G20.992   
(Intercept)-3.47    
failures0.0352  
schoolsupyes0.848   
famrel0.32    
absences0.0639  
G10.176   
G20.963   
(Intercept)-3.28    
failures-0.441   
schoolsupyes-0.394   
famrel0.353   
absences0.0448  
G10.188   
G20.951   
(Intercept)-3.43    
failures-0.146   
schoolsupyes-0.00941 
famrel0.432   
absences0.0513  
G10.146   
G20.966   
(Intercept)-2.87    
failures-0.433   
schoolsupyes0.762   
famrel0.266   
absences0.0395  
G10.0899  
G21.03    
(Intercept)-5.14    
failures-0.215   
schoolsupyes1.3     
famrel0.508   
absences0.0448  
G10.29    
G20.923   
(Intercept)-3.88    
failures0.0655  
schoolsupyes0.245   
famrel0.416   
absences0.0409  
G10.169   
G20.978   
(Intercept)-3.84    
failures-0.314   
schoolsupyes1.03    
famrel0.319   
absences0.0425  
G10.124   
G21.05    
(Intercept)-2.76    
failures-0.336   
schoolsupyes0.599   
famrel0.306   
absences0.0319  
G10.152   
G20.953   
(Intercept)-3.27    
failures-0.232   
schoolsupyes0.781   
famrel0.26    
absences0.0384  
G10.193   
G20.956   
(Intercept)-3.73    
failures-0.129   
schoolsupyes0.706   
famrel0.421   
absences0.0554  
G10.13    
G21       
(Intercept)-2.9     
failures-0.457   
schoolsupyes0.389   
famrel0.328   
absences0.0369  
G10.151   
G20.959   
(Intercept)-3.78    
failures-0.168   
schoolsupyes0.469   
famrel0.448   
absences0.0473  
G10.141   
G20.993   
(Intercept)-2.67    
failures-0.11    
schoolsupyes0.207   
famrel0.316   
absences0.0342  
G10.133   
G20.969   
(Intercept)-3.86    
failures-0.295   
schoolsupyes0.857   
famrel0.459   
absences0.0587  
G10.126   
G21.01    
(Intercept)-3.89    
failures-0.286   
schoolsupyes0.241   
famrel0.58    
absences0.0644  
G10.109   
G20.98    
(Intercept)-4.47    
failures-0.125   
schoolsupyes-0.0319  
famrel0.478   
absences0.0556  
G10.191   
G20.978   
(Intercept)-2.62    
failures-0.093   
schoolsupyes0.309   
famrel0.292   
absences0.0295  
G10.113   
G20.991   
(Intercept)-3.29    
failures-0.318   
schoolsupyes0.2     
famrel0.512   
absences0.0322  
G10.101   
G20.983   
(Intercept)-3.46    
failures-0.204   
schoolsupyes0.671   
famrel0.343   
absences0.0413  
G10.0583  
G21.08    
(Intercept)-2.33    
failures-0.273   
schoolsupyes0.116   
famrel0.209   
absences0.028   
G10.133   
G20.976   
(Intercept)-3.71    
failures-0.339   
schoolsupyes0.15    
famrel0.477   
absences0.0494  
G10.125   
G20.997   
(Intercept)-2.72    
failures-0.142   
schoolsupyes0.613   
famrel0.24    
absences0.0281  
G10.174   
G20.952   
(Intercept)-3.57    
failures-0.328   
schoolsupyes0.501   
famrel0.346   
absences0.0733  
G10.14    
G20.999   
(Intercept)-3.17    
failures-0.424   
schoolsupyes0.0577  
famrel0.39    
absences0.047   
G10.121   
G20.98    
(Intercept)-4.49    
failures-0.046   
schoolsupyes0.339   
famrel0.541   
absences0.0396  
G10.103   
G21.05    
(Intercept)-3.05    
failures-0.622   
schoolsupyes0.3     
famrel0.336   
absences0.0551  
G10.126   
G20.982   
(Intercept)-2.54    
failures-0.182   
schoolsupyes0.666   
famrel0.15    
absences0.0464  
G10.159   
G20.971   
(Intercept)-1.75    
failures-0.0467  
schoolsupyes0.283   
famrel0.249   
absences0.0126  
G10.105   
G20.957   
(Intercept)-3.75    
failures-0.088   
schoolsupyes0.852   
famrel0.234   
absences0.0515  
G10.245   
G20.935   
(Intercept)-4.28    
failures-0.233   
schoolsupyes0.53    
famrel0.489   
absences0.0609  
G10.19    
G20.967   
(Intercept)-2.83    
failures-0.316   
schoolsupyes0.575   
famrel0.253   
absences0.0465  
G10.131   
G20.99    
(Intercept)-3.39    
failures0.0725  
schoolsupyes0.405   
famrel0.312   
absences0.0355  
G10.16    
G20.986   
(Intercept)-3.93    
failures-0.354   
schoolsupyes0.456   
famrel0.445   
absences0.0485  
G10.199   
G20.94    
(Intercept)-4.83    
failures-0.223   
schoolsupyes0.767   
famrel0.452   
absences0.0441  
G10.265   
G20.936   
(Intercept)-3.33    
failures0.0217  
schoolsupyes0.252   
famrel0.413   
absences0.021   
G10.2     
G20.916   
(Intercept)-3.73    
failures-0.239   
schoolsupyes0.452   
famrel0.426   
absences0.032   
G10.122   
G21.02    
(Intercept)-3.63    
failures-0.485   
schoolsupyes0.407   
famrel0.552   
absences0.0543  
G10.148   
G20.94    
(Intercept)-3.04    
failures-0.0834  
schoolsupyes0.24    
famrel0.412   
absences0.0508  
G10.068   
G21.02    
(Intercept)-3.48    
failures-0.361   
schoolsupyes0.179   
famrel0.478   
absences0.0455  
G10.151   
G20.955   
(Intercept)-1.94    
failures-0.426   
schoolsupyes0.474   
famrel0.0123  
absences0.0179  
G10.187   
G20.951   
(Intercept)-3.17    
failures-0.236   
schoolsupyes0.682   
famrel0.321   
absences0.02    
G10.16    
G20.979   
(Intercept)-3.27    
failures-0.468   
schoolsupyes0.672   
famrel0.281   
absences0.0571  
G10.16    
G20.982   
(Intercept)-3.55    
failures-0.36    
schoolsupyes0.252   
famrel0.304   
absences0.0516  
G10.214   
G20.951   
(Intercept)-2.31    
failures-0.244   
schoolsupyes0.365   
famrel0.231   
absences0.0464  
G10.137   
G20.956   
(Intercept)-3.44    
failures-0.18    
schoolsupyes0.764   
famrel0.139   
absences0.0551  
G10.134   
G21.06    
(Intercept)-3.6     
failures-0.098   
schoolsupyes0.278   
famrel0.418   
absences0.0549  
G10.151   
G20.983   
(Intercept)-3.12    
failures-0.398   
schoolsupyes0.653   
famrel0.44    
absences0.0317  
G10.104   
G20.991   
(Intercept)-2.87    
failures-0.332   
schoolsupyes0.535   
famrel0.381   
absences0.0147  
G10.0619  
G21.04    
(Intercept)-3.54    
failures-0.432   
schoolsupyes0.727   
famrel0.369   
absences0.054   
G10.101   
G21.04    
(Intercept)-4.02    
failures-0.415   
schoolsupyes0.642   
famrel0.392   
absences0.0574  
G10.189   
G20.973   
(Intercept)-4.41    
failures-0.114   
schoolsupyes0.207   
famrel0.589   
absences0.0308  
G10.145   
G20.992   
(Intercept)-3.77    
failures-0.232   
schoolsupyes0.801   
famrel0.376   
absences0.0709  
G10.122   
G21.01    
(Intercept)-2.69    
failures-0.163   
schoolsupyes0.0145  
famrel0.254   
absences0.0413  
G10.137   
G20.97    
(Intercept)-3.35    
failures-0.164   
schoolsupyes0.517   
famrel0.379   
absences0.0332  
G10.145   
G20.976   
(Intercept)-2.6     
failures-0.267   
schoolsupyes0.689   
famrel0.144   
absences0.0461  
G10.182   
G20.947   
(Intercept)-3.98    
failures-0.00684 
schoolsupyes0.725   
famrel0.411   
absences0.0475  
G10.176   
G20.976   
(Intercept)-3.3     
failures-0.255   
schoolsupyes0.366   
famrel0.24    
absences0.0518  
G10.179   
G20.978   
(Intercept)-2.91    
failures-0.211   
schoolsupyes0.799   
famrel0.233   
absences0.0608  
G10.147   
G20.978   
(Intercept)-3.03    
failures-0.352   
schoolsupyes0.756   
famrel0.303   
absences0.0498  
G10.168   
G20.955   
(Intercept)-2.79    
failures-0.399   
schoolsupyes0.763   
famrel0.197   
absences0.062   
G10.178   
G20.949   
(Intercept)-1.7     
failures0.0337  
schoolsupyes0.251   
famrel0.178   
absences0.028   
G10.0928  
G20.981   
(Intercept)-3.13    
failures-0.362   
schoolsupyes0.562   
famrel0.367   
absences0.0375  
G10.136   
G20.98    
(Intercept)-1.95    
failures-0.599   
schoolsupyes0.396   
famrel0.359   
absences0.0318  
G10.0498  
G20.994   
(Intercept)-3.31    
failures-0.104   
schoolsupyes0.607   
famrel0.238   
absences0.0284  
G10.194   
G20.96    
(Intercept)-4.37    
failures-0.428   
schoolsupyes0.906   
famrel0.324   
absences0.057   
G10.218   
G20.996   
(Intercept)-3.64    
failures-0.135   
schoolsupyes0.433   
famrel0.433   
absences0.0707  
G10.168   
G20.948   
(Intercept)-3.23    
failures-0.24    
schoolsupyes0.644   
famrel0.15    
absences0.0413  
G10.198   
G20.977   
(Intercept)-2.68    
failures-0.464   
schoolsupyes0.585   
famrel0.252   
absences0.0339  
G10.146   
G20.974   
(Intercept)-3.7     
failures-0.255   
schoolsupyes0.678   
famrel0.403   
absences0.0403  
G10.195   
G20.947   
(Intercept)-3.01    
failures0.0278  
schoolsupyes0.7     
famrel0.233   
absences0.0522  
G10.146   
G20.99    
(Intercept)-4.6     
failures-0.41    
schoolsupyes0.485   
famrel0.602   
absences0.1     
G10.129   
G20.993   
(Intercept)-3.4     
failures-0.321   
schoolsupyes0.448   
famrel0.281   
absences0.0619  
G10.205   
G20.943   
(Intercept)-2.23    
failures-0.67    
schoolsupyes0.461   
famrel0.125   
absences0.0146  
G10.0901  
G21.04    
(Intercept)-2.02    
failures-0.239   
schoolsupyes0.334   
famrel0.203   
absences0.0175  
G10.114   
G20.982   
(Intercept)-2.79    
failures-0.189   
schoolsupyes0.645   
famrel0.237   
absences0.0421  
G10.128   
G20.996   
(Intercept)-2.93    
failures-0.334   
schoolsupyes0.446   
famrel0.253   
absences0.0397  
G10.139   
G20.992   
(Intercept)-3.42    
failures-0.185   
schoolsupyes0.454   
famrel0.446   
absences0.0233  
G10.153   
G20.962   
(Intercept)-3.72    
failures-0.0324  
schoolsupyes0.567   
famrel0.339   
absences0.0804  
G10.167   
G20.977   
(Intercept)-4.59    
failures-0.0335  
schoolsupyes0.578   
famrel0.494   
absences0.0478  
G10.163   
G21.01    
(Intercept)-2.74    
failures-0.122   
schoolsupyes-0.243   
famrel0.379   
absences0.0441  
G10.0796  
G21.01    
(Intercept)-4.22    
failures-0.258   
schoolsupyes0.768   
famrel0.5     
absences0.0622  
G10.178   
G20.968   
(Intercept)-3.78    
failures-0.176   
schoolsupyes0.0761  
famrel0.35    
absences0.0598  
G10.188   
G20.969   
(Intercept)-4.78    
failures-0.325   
schoolsupyes0.505   
famrel0.556   
absences0.0588  
G10.175   
G21.01    
(Intercept)-3.22    
failures0.0137  
schoolsupyes0.512   
famrel0.277   
absences0.0423  
G10.185   
G20.954   
(Intercept)-3.14    
failures-0.35    
schoolsupyes0.469   
famrel0.267   
absences0.0318  
G10.137   
G21.01    
(Intercept)-4.35    
failures-0.0565  
schoolsupyes0.896   
famrel0.372   
absences0.0752  
G10.22    
G20.968   
(Intercept)-3.5     
failures0.0435  
schoolsupyes0.307   
famrel0.377   
absences0.0265  
G10.138   
G21       
(Intercept)-3.39    
failures0.0375  
schoolsupyes0.521   
famrel0.404   
absences0.0376  
G10.13    
G20.984   
(Intercept)-4.17    
failures-0.0179  
schoolsupyes0.607   
famrel0.587   
absences0.0512  
G10.0938  
G21.03    
(Intercept)-3.74    
failures-0.205   
schoolsupyes0.435   
famrel0.379   
absences0.0533  
G10.168   
G20.986   
(Intercept)-3.23    
failures-0.458   
schoolsupyes0.599   
famrel0.274   
absences0.0295  
G10.167   
G20.991   
(Intercept)-3.42    
failures0.0223  
schoolsupyes0.553   
famrel0.298   
absences0.0414  
G10.21    
G20.94    
(Intercept)-2.93    
failures-0.276   
schoolsupyes0.843   
famrel0.114   
absences0.0266  
G10.214   
G20.962   
(Intercept)-4.46    
failures-0.0356  
schoolsupyes0.81    
famrel0.43    
absences0.0553  
G10.198   
G20.985   
(Intercept)-3.52    
failures-0.468   
schoolsupyes0.0635  
famrel0.437   
absences0.0512  
G10.148   
G20.974   
(Intercept)-2.78    
failures-0.161   
schoolsupyes0.523   
famrel0.318   
absences0.0202  
G10.124   
G20.984   
(Intercept)-3.61    
failures-0.146   
schoolsupyes0.781   
famrel0.346   
absences0.031   
G10.176   
G20.982   
(Intercept)-3.86    
failures-0.342   
schoolsupyes0.684   
famrel0.481   
absences0.0675  
G10.188   
G20.935   
(Intercept)-2.21    
failures-0.417   
schoolsupyes-0.062   
famrel0.206   
absences0.0482  
G10.105   
G20.992   
(Intercept)-4.24    
failures-0.318   
schoolsupyes0.832   
famrel0.524   
absences0.0485  
G10.113   
G21.02    
(Intercept)-3.91    
failures-0.0181  
schoolsupyes0.962   
famrel0.401   
absences0.0376  
G10.175   
G20.994   
(Intercept)-3.25    
failures-0.499   
schoolsupyes0.128   
famrel0.454   
absences0.035   
G10.126   
G20.974   
(Intercept)-1.97    
failures0.012   
schoolsupyes0.548   
famrel0.237   
absences0.00322 
G10.0804  
G21.01    
(Intercept)-3.02    
failures-0.12    
schoolsupyes0.476   
famrel0.213   
absences0.0327  
G10.256   
G20.901   
(Intercept)-5.3     
failures-0.492   
schoolsupyes0.939   
famrel0.76    
absences0.056   
G10.134   
G21.01    
(Intercept)-4.29    
failures-0.321   
schoolsupyes0.62    
famrel0.477   
absences0.0443  
G10.232   
G20.927   
(Intercept)-4.12    
failures-0.208   
schoolsupyes0.817   
famrel0.557   
absences0.0529  
G10.156   
G20.964   
(Intercept)-2.96    
failures-0.408   
schoolsupyes0.57    
famrel0.302   
absences0.0304  
G10.109   
G21.01    
(Intercept)-4.92    
failures-0.303   
schoolsupyes0.687   
famrel0.462   
absences0.0769  
G10.245   
G20.962   
(Intercept)-4.99    
failures-0.257   
schoolsupyes0.21    
famrel0.534   
absences0.0567  
G10.222   
G20.978   
(Intercept)-2.63    
failures-0.281   
schoolsupyes0.522   
famrel0.301   
absences0.0319  
G10.0886  
G21.01    
(Intercept)-4.15    
failures-0.24    
schoolsupyes0.145   
famrel0.559   
absences0.0711  
G10.226   
G20.895   
(Intercept)-3.99    
failures-0.03    
schoolsupyes0.378   
famrel0.344   
absences0.0631  
G10.18    
G20.99    
(Intercept)-3.18    
failures0.155   
schoolsupyes0.485   
famrel0.306   
absences0.0261  
G10.152   
G20.986   
(Intercept)-4.38    
failures-0.604   
schoolsupyes0.572   
famrel0.533   
absences0.0735  
G10.173   
G20.972   
(Intercept)-3.5     
failures-0.329   
schoolsupyes0.678   
famrel0.408   
absences0.0445  
G10.14    
G20.98    
(Intercept)-5       
failures-0.401   
schoolsupyes0.776   
famrel0.44    
absences0.0693  
G10.27    
G20.949   
(Intercept)-3.67    
failures-0.293   
schoolsupyes0.629   
famrel0.37    
absences0.0501  
G10.126   
G21.02    
(Intercept)-3.19    
failures-0.454   
schoolsupyes0.52    
famrel0.344   
absences0.038   
G10.102   
G21.02    
(Intercept)-3.9     
failures-0.101   
schoolsupyes0.174   
famrel0.462   
absences0.0372  
G10.129   
G21.01    
(Intercept)-3.92    
failures0.0447  
schoolsupyes0.451   
famrel0.466   
absences0.0467  
G10.13    
G21.01    
(Intercept)-2.86    
failures-0.346   
schoolsupyes-0.0348  
famrel0.294   
absences0.0294  
G10.18    
G20.943   
(Intercept)-4.63    
failures-0.103   
schoolsupyes0.841   
famrel0.362   
absences0.0456  
G10.312   
G20.901   
(Intercept)-5.14    
failures-0.222   
schoolsupyes0.686   
famrel0.554   
absences0.0422  
G10.238   
G20.954   
(Intercept)-3.35    
failures-0.287   
schoolsupyes0.297   
famrel0.358   
absences0.0404  
G10.173   
G20.962   
(Intercept)-1.93    
failures-0.122   
schoolsupyes0.451   
famrel0.197   
absences0.0185  
G10.0936  
G20.989   
(Intercept)-3.43    
failures-0.033   
schoolsupyes0.446   
famrel0.28    
absences0.0424  
G10.156   
G20.999   
(Intercept)-4.24    
failures-0.309   
schoolsupyes0.554   
famrel0.498   
absences0.0462  
G10.183   
G20.972   
(Intercept)-3.22    
failures-0.179   
schoolsupyes0.408   
famrel0.353   
absences0.0399  
G10.126   
G21.01    
(Intercept)-2.9     
failures-0.516   
schoolsupyes0.675   
famrel0.334   
absences0.0429  
G10.0927  
G21.01    
(Intercept)-3.75    
failures-0.498   
schoolsupyes0.95    
famrel0.425   
absences0.0604  
G10.153   
G20.981   
(Intercept)-2.98    
failures-0.13    
schoolsupyes0.418   
famrel0.262   
absences0.0245  
G10.149   
G20.987   
(Intercept)-3.3     
failures-0.103   
schoolsupyes0.0912  
famrel0.434   
absences0.0295  
G10.153   
G20.959   
(Intercept)-3.4     
failures-0.431   
schoolsupyes0.441   
famrel0.377   
absences0.0504  
G10.146   
G20.98    
(Intercept)-2.39    
failures-0.183   
schoolsupyes0.00264 
famrel0.344   
absences0.0294  
G10.062   
G21.01    
(Intercept)-5.13    
failures-0.237   
schoolsupyes0.325   
famrel0.737   
absences0.0339  
G10.164   
G20.985   
(Intercept)-3.16    
failures-0.212   
schoolsupyes0.0261  
famrel0.343   
absences0.0194  
G10.196   
G20.936   
(Intercept)-3.39    
failures0.0373  
schoolsupyes0.514   
famrel0.364   
absences0.0226  
G10.128   
G21.01    
(Intercept)-1.6     
failures-0.4     
schoolsupyes-0.105   
famrel0.319   
absences0.018   
G10.0472  
G20.98    
(Intercept)-3.29    
failures-0.336   
schoolsupyes0.352   
famrel0.294   
absences0.0427  
G10.216   
G20.932   
(Intercept)-3.95    
failures-0.176   
schoolsupyes-0.0612  
famrel0.486   
absences0.0493  
G10.145   
G20.995   
(Intercept)-4.41    
failures-0.322   
schoolsupyes0.501   
famrel0.39    
absences0.074   
G10.253   
G20.926   
(Intercept)-4.24    
failures-0.242   
schoolsupyes0.838   
famrel0.474   
absences0.0742  
G10.0967  
G21.05    
(Intercept)-1.34    
failures-0.36    
schoolsupyes0.656   
famrel0.0723  
absences0.0374  
G10.104   
G20.964   
(Intercept)-3.2     
failures0.152   
schoolsupyes0.528   
famrel0.162   
absences0.0336  
G10.167   
G21.01    
(Intercept)-3.42    
failures-0.401   
schoolsupyes0.411   
famrel0.356   
absences0.0279  
G10.229   
G20.907   
(Intercept)-2.19    
failures-0.294   
schoolsupyes0.107   
famrel0.213   
absences0.0307  
G10.168   
G20.926   
(Intercept)-3.7     
failures-0.124   
schoolsupyes0.367   
famrel0.448   
absences0.0233  
G10.148   
G20.995   
(Intercept)-3.12    
failures-0.0138  
schoolsupyes0.328   
famrel0.225   
absences0.0444  
G10.192   
G20.961   
(Intercept)-3.79    
failures-0.0771  
schoolsupyes0.442   
famrel0.371   
absences0.0685  
G10.181   
G20.965   
(Intercept)-2.62    
failures-0.126   
schoolsupyes0.0364  
famrel0.241   
absences0.0295  
G10.154   
G20.964   
(Intercept)-3.46    
failures-0.392   
schoolsupyes0.381   
famrel0.405   
absences0.0445  
G10.138   
G20.982   
(Intercept)-3.42    
failures-0.277   
schoolsupyes0.591   
famrel0.371   
absences0.0239  
G10.149   
G20.995   
(Intercept)-3.18    
failures-0.196   
schoolsupyes0.255   
famrel0.291   
absences0.0532  
G10.199   
G20.936   
(Intercept)-3.66    
failures-0.203   
schoolsupyes1       
famrel0.313   
absences0.0525  
G10.193   
G20.963   
(Intercept)-3.23    
failures-0.393   
schoolsupyes-0.193   
famrel0.375   
absences0.0333  
G10.0835  
G21.04    
(Intercept)-3.26    
failures-0.142   
schoolsupyes0.0487  
famrel0.431   
absences0.0529  
G10.139   
G20.962   
(Intercept)-4.28    
failures-0.27    
schoolsupyes0.702   
famrel0.595   
absences0.0519  
G10.149   
G20.979   
(Intercept)-3.95    
failures0.0525  
schoolsupyes0.468   
famrel0.418   
absences0.0376  
G10.174   
G20.985   
(Intercept)-2.6     
failures-0.461   
schoolsupyes0.126   
famrel0.204   
absences0.0526  
G10.125   
G20.994   
(Intercept)-3.11    
failures-0.223   
schoolsupyes0.935   
famrel0.226   
absences0.0629  
G10.196   
G20.945   
(Intercept)-3.15    
failures-0.381   
schoolsupyes0.778   
famrel0.25    
absences0.0455  
G10.203   
G20.947   
(Intercept)-2.79    
failures-0.0901  
schoolsupyes0.24    
famrel0.214   
absences0.0581  
G10.165   
G20.96    
(Intercept)-3.92    
failures-0.111   
schoolsupyes0.858   
famrel0.189   
absences0.0693  
G10.2     
G21       
(Intercept)-2.77    
failures-0.516   
schoolsupyes0.402   
famrel0.305   
absences0.0378  
G10.0901  
G21.02    
(Intercept)-3.38    
failures-0.131   
schoolsupyes0.501   
famrel0.311   
absences0.0292  
G10.19    
G20.956   
(Intercept)-3.53    
failures-0.221   
schoolsupyes0.912   
famrel0.347   
absences0.0417  
G10.162   
G20.984   
(Intercept)-3.08    
failures-0.374   
schoolsupyes1.01    
famrel0.179   
absences0.0734  
G10.213   
G20.93    
(Intercept)-4.34    
failures0.0302  
schoolsupyes-0.128   
famrel0.57    
absences0.033   
G10.166   
G20.982   
(Intercept)-3.15    
failures-0.269   
schoolsupyes0.244   
famrel0.35    
absences0.0407  
G10.159   
G20.954   
(Intercept)-5.33    
failures0.0447  
schoolsupyes0.866   
famrel0.506   
absences0.0577  
G10.184   
G21.04    
(Intercept)-3.67    
failures-0.126   
schoolsupyes0.783   
famrel0.345   
absences0.0304  
G10.218   
G20.947   
(Intercept)-3.05    
failures-0.61    
schoolsupyes0.763   
famrel0.325   
absences0.0395  
G10.12    
G21.01    
(Intercept)-3.19    
failures-0.371   
schoolsupyes0.521   
famrel0.313   
absences0.0449  
G10.111   
G21.02    
(Intercept)-2.82    
failures-0.408   
schoolsupyes0.668   
famrel0.32    
absences0.0389  
G10.0853  
G21.02    
(Intercept)-3.47    
failures-0.622   
schoolsupyes0.475   
famrel0.286   
absences0.0492  
G10.169   
G20.991   
(Intercept)-3.31    
failures0.0103  
schoolsupyes0.201   
famrel0.326   
absences0.0266  
G10.132   
G21       
(Intercept)-3.02    
failures-0.461   
schoolsupyes0.344   
famrel0.17    
absences0.0797  
G10.208   
G20.937   
(Intercept)-2.93    
failures-0.248   
schoolsupyes0.446   
famrel0.275   
absences0.0466  
G10.0919  
G21.04    
(Intercept)-4.08    
failures-0.309   
schoolsupyes0.354   
famrel0.617   
absences0.0336  
G10.144   
G20.963   
(Intercept)-3.79    
failures-0.0322  
schoolsupyes0.63    
famrel0.309   
absences0.055   
G10.164   
G21       
(Intercept)-2.95    
failures-0.364   
schoolsupyes0.404   
famrel0.325   
absences0.0203  
G10.116   
G21.01    
(Intercept)-3.08    
failures-0.315   
schoolsupyes0.657   
famrel0.23    
absences0.055   
G10.145   
G20.997   
(Intercept)-2.49    
failures-0.0878  
schoolsupyes0.698   
famrel0.169   
absences0.0194  
G10.15    
G20.984   
(Intercept)-3.11    
failures-0.224   
schoolsupyes0.284   
famrel0.241   
absences0.0457  
G10.116   
G21.03    
(Intercept)-3.56    
failures-0.483   
schoolsupyes0.336   
famrel0.39    
absences0.0533  
G10.195   
G20.939   
(Intercept)-3.04    
failures-0.64    
schoolsupyes0.787   
famrel0.281   
absences0.0258  
G10.214   
G20.914   
(Intercept)-2.05    
failures-0.588   
schoolsupyes0.38    
famrel0.243   
absences0.0312  
G10.113   
G20.963   
(Intercept)-3.56    
failures-0.481   
schoolsupyes0.77    
famrel0.309   
absences0.046   
G10.158   
G21       
(Intercept)-2.8     
failures-0.338   
schoolsupyes0.573   
famrel0.255   
absences0.0446  
G10.189   
G20.928   
(Intercept)-1.6     
failures-0.392   
schoolsupyes0.233   
famrel0.128   
absences0.0397  
G10.052   
G21.03    
(Intercept)-3.12    
failures-0.404   
schoolsupyes0.822   
famrel0.305   
absences0.083   
G10.198   
G20.912   
(Intercept)-4.36    
failures0.0839  
schoolsupyes0.411   
famrel0.523   
absences0.0294  
G10.218   
G20.936   
(Intercept)-2.66    
failures-0.127   
schoolsupyes0.491   
famrel0.16    
absences0.0255  
G10.194   
G20.949   
(Intercept)-4.28    
failures-0.417   
schoolsupyes0.365   
famrel0.465   
absences0.0879  
G10.169   
G20.981   
(Intercept)-3.06    
failures-0.144   
schoolsupyes0.241   
famrel0.307   
absences0.0345  
G10.0958  
G21.03    
(Intercept)-1.91    
failures-0.128   
schoolsupyes0.166   
famrel0.275   
absences0.03    
G10.0388  
G21.02    
(Intercept)-3.8     
failures-0.414   
schoolsupyes0.916   
famrel0.382   
absences0.0595  
G10.2     
G20.949   
(Intercept)-3.69    
failures-0.184   
schoolsupyes1.06    
famrel0.338   
absences0.0471  
G10.202   
G20.94    
(Intercept)-3.93    
failures-0.0705  
schoolsupyes-0.136   
famrel0.465   
absences0.0249  
G10.16    
G20.995   
(Intercept)-3.12    
failures-0.0923  
schoolsupyes0.347   
famrel0.345   
absences0.0254  
G10.166   
G20.954   
(Intercept)-2.82    
failures-0.244   
schoolsupyes0.768   
famrel0.266   
absences0.0283  
G10.176   
G20.948   
(Intercept)-2.79    
failures0.09    
schoolsupyes0.116   
famrel0.372   
absences0.0145  
G10.0659  
G21.03    
(Intercept)-2.59    
failures-0.489   
schoolsupyes0.0117  
famrel0.188   
absences0.0207  
G10.173   
G20.969   
(Intercept)-4.68    
failures0.076   
schoolsupyes0.593   
famrel0.501   
absences0.0489  
G10.233   
G20.953   
(Intercept)-4.82    
failures-0.31    
schoolsupyes0.895   
famrel0.51    
absences0.0879  
G10.272   
G20.901   
(Intercept)-3.27    
failures-0.298   
schoolsupyes0.0597  
famrel0.333   
absences0.0474  
G10.164   
G20.966   
(Intercept)-3.93    
failures0.0943  
schoolsupyes0.463   
famrel0.376   
absences0.0388  
G10.128   
G21.04    
(Intercept)-3       
failures-0.227   
schoolsupyes0.818   
famrel0.255   
absences0.0346  
G10.125   
G21.02    
(Intercept)-3.29    
failures-0.393   
schoolsupyes0.602   
famrel0.204   
absences0.0391  
G10.169   
G21       
(Intercept)-3.41    
failures-0.558   
schoolsupyes-0.0635  
famrel0.346   
absences0.0377  
G10.186   
G20.956   
(Intercept)-2.36    
failures-0.0098  
schoolsupyes0.698   
famrel0.135   
absences0.0268  
G10.161   
G20.969   
(Intercept)-4.48    
failures-0.254   
schoolsupyes0.144   
famrel0.601   
absences0.0562  
G10.13    
G21       
(Intercept)-4.61    
failures-0.174   
schoolsupyes1.22    
famrel0.386   
absences0.051   
G10.182   
G21.03    
(Intercept)-3.06    
failures-0.33    
schoolsupyes0.562   
famrel0.203   
absences0.0571  
G10.197   
G20.952   
(Intercept)-3.87    
failures-0.127   
schoolsupyes0.498   
famrel0.485   
absences0.042   
G10.136   
G20.994   
(Intercept)-2.49    
failures-0.47    
schoolsupyes-0.125   
famrel0.314   
absences0.0304  
G10.149   
G20.942   
(Intercept)-3.55    
failures-0.0344  
schoolsupyes0.461   
famrel0.509   
absences0.0203  
G10.124   
G20.986   
(Intercept)-2.63    
failures-0.157   
schoolsupyes0.73    
famrel0.183   
absences0.0378  
G10.147   
G20.981   
(Intercept)-3.24    
failures-0.324   
schoolsupyes0.425   
famrel0.338   
absences0.0261  
G10.173   
G20.959   
(Intercept)-1.97    
failures-0.511   
schoolsupyes0.376   
famrel0.199   
absences0.0425  
G10.0962  
G20.977   
(Intercept)-1.91    
failures-0.62    
schoolsupyes0.23    
famrel0.135   
absences0.0532  
G10.122   
G20.96    
(Intercept)-3.12    
failures-0.212   
schoolsupyes-0.469   
famrel0.36    
absences0.0359  
G10.143   
G20.976   
(Intercept)-1.92    
failures-0.21    
schoolsupyes-0.448   
famrel0.244   
absences0.0165  
G10.0752  
G21       
(Intercept)-3.99    
failures-0.0779  
schoolsupyes0.741   
famrel0.367   
absences0.0655  
G10.127   
G21.04    
(Intercept)-2.44    
failures-0.26    
schoolsupyes0.327   
famrel0.209   
absences0.0499  
G10.0998  
G21       
(Intercept)-2.36    
failures-0.105   
schoolsupyes0.0578  
famrel0.289   
absences0.041   
G10.0804  
G20.998   
(Intercept)-2.88    
failures-0.338   
schoolsupyes0.481   
famrel0.288   
absences0.0414  
G10.104   
G21.01    
(Intercept)-3.04    
failures0.0504  
schoolsupyes-0.0329  
famrel0.322   
absences0.0212  
G10.183   
G20.946   
(Intercept)-4.82    
failures-0.116   
schoolsupyes0.712   
famrel0.542   
absences0.078   
G10.176   
G20.989   
(Intercept)-2.94    
failures-0.2     
schoolsupyes0.647   
famrel0.198   
absences0.0186  
G10.149   
G21       
(Intercept)-3.12    
failures-0.0746  
schoolsupyes0.93    
famrel0.277   
absences0.021   
G10.138   
G21       
(Intercept)-2.43    
failures-0.0675  
schoolsupyes0.58    
famrel0.166   
absences0.022   
G10.163   
G20.963   
(Intercept)-3.75    
failures-0.236   
schoolsupyes0.744   
famrel0.414   
absences0.0755  
G10.17    
G20.952   
(Intercept)-2.56    
failures-0.256   
schoolsupyes0.348   
famrel0.294   
absences0.0167  
G10.0828  
G21.02    
(Intercept)-1.43    
failures-0.0482  
schoolsupyes0.27    
famrel0.0728  
absences0.017   
G10.11    
G20.982   
(Intercept)-3.93    
failures-0.0864  
schoolsupyes0.406   
famrel0.515   
absences0.0252  
G10.156   
G20.981   
(Intercept)-2.33    
failures-0.325   
schoolsupyes0.302   
famrel0.33    
absences0.0245  
G10.0208  
G21.05    
(Intercept)-2.97    
failures-0.032   
schoolsupyes0.148   
famrel0.363   
absences0.0301  
G10.087   
G21.02    
(Intercept)-2.11    
failures-0.424   
schoolsupyes-0.166   
famrel0.254   
absences0.0206  
G10.15    
G20.943   
(Intercept)-3.04    
failures-0.242   
schoolsupyes0.496   
famrel0.383   
absences0.04    
G10.0883  
G21.01    
(Intercept)-2.75    
failures-0.283   
schoolsupyes-0.0305  
famrel0.378   
absences0.0275  
G10.101   
G20.994   
(Intercept)-3.91    
failures0.0117  
schoolsupyes0.26    
famrel0.307   
absences0.0635  
G10.176   
G21       
(Intercept)-2.47    
failures-0.616   
schoolsupyes-0.0169  
famrel0.274   
absences0.0465  
G10.084   
G21.01    
(Intercept)-1.9     
failures-0.0386  
schoolsupyes0.063   
famrel0.16    
absences0.00886 
G10.19    
G20.912   
(Intercept)-3.71    
failures-0.251   
schoolsupyes1.05    
famrel0.478   
absences0.0382  
G10.121   
G21       
(Intercept)-3.56    
failures-0.162   
schoolsupyes0.787   
famrel0.409   
absences0.0303  
G10.106   
G21.02    
(Intercept)-2.87    
failures-0.127   
schoolsupyes0.692   
famrel0.296   
absences0.0334  
G10.151   
G20.967   
(Intercept)-4.43    
failures0.0656  
schoolsupyes0.339   
famrel0.533   
absences0.036   
G10.182   
G20.965   
(Intercept)-3.41    
failures-0.105   
schoolsupyes0.518   
famrel0.29    
absences0.0376  
G10.224   
G20.927   
(Intercept)-3.54    
failures-0.153   
schoolsupyes0.557   
famrel0.332   
absences0.0194  
G10.246   
G20.91    
(Intercept)-3.14    
failures-0.143   
schoolsupyes0.481   
famrel0.267   
absences0.0305  
G10.155   
G20.994   
(Intercept)-3.8     
failures-0.271   
schoolsupyes0.684   
famrel0.298   
absences0.0448  
G10.19    
G20.984   
(Intercept)-3.41    
failures-0.204   
schoolsupyes0.326   
famrel0.351   
absences0.0502  
G10.16    
G20.972   
(Intercept)-2.89    
failures-0.122   
schoolsupyes0.354   
famrel0.275   
absences0.0347  
G10.141   
G20.985   
(Intercept)-2.94    
failures-0.13    
schoolsupyes0.807   
famrel0.301   
absences0.0214  
G10.161   
G20.964   
(Intercept)-4.04    
failures-0.66    
schoolsupyes0.858   
famrel0.386   
absences0.0681  
G10.184   
G20.982   
(Intercept)-3.72    
failures0.0848  
schoolsupyes0.458   
famrel0.403   
absences0.0375  
G10.099   
G21.04    
(Intercept)-2.89    
failures-0.146   
schoolsupyes0.452   
famrel0.249   
absences0.0335  
G10.123   
G21       
(Intercept)-3.81    
failures-0.0113  
schoolsupyes0.907   
famrel0.301   
absences0.0307  
G10.214   
G20.97    
(Intercept)-3.72    
failures-0.372   
schoolsupyes0.563   
famrel0.495   
absences0.0412  
G10.102   
G21.02    
(Intercept)-3.09    
failures-0.281   
schoolsupyes0.899   
famrel0.334   
absences0.0606  
G10.162   
G20.957   
(Intercept)-2.87    
failures-0.675   
schoolsupyes0.632   
famrel0.202   
absences0.0504  
G10.172   
G20.961   
(Intercept)-2.82    
failures0.0397  
schoolsupyes0.189   
famrel0.303   
absences0.0237  
G10.107   
G21.01    
(Intercept)-2.89    
failures-0.45    
schoolsupyes0.943   
famrel0.26    
absences0.0563  
G10.173   
G20.943   
(Intercept)-3.34    
failures-0.18    
schoolsupyes0.383   
famrel0.345   
absences0.0464  
G10.127   
G20.998   
(Intercept)-2.52    
failures-0.235   
schoolsupyes0.683   
famrel0.0882  
absences0.0305  
G10.209   
G20.954   
(Intercept)-3.18    
failures0.000786
schoolsupyes0.271   
famrel0.313   
absences0.0344  
G10.162   
G20.97    
(Intercept)-2.63    
failures-0.297   
schoolsupyes0.174   
famrel0.196   
absences0.0342  
G10.163   
G20.972   
(Intercept)-3.28    
failures-0.235   
schoolsupyes0.103   
famrel0.28    
absences0.0507  
G10.188   
G20.961   
(Intercept)-4.18    
failures-0.0253  
schoolsupyes0.689   
famrel0.43    
absences0.0391  
G10.172   
G20.995   
(Intercept)-2.89    
failures-0.279   
schoolsupyes0.587   
famrel0.233   
absences0.052   
G10.163   
G20.968   
(Intercept)-3.31    
failures-0.373   
schoolsupyes0.538   
famrel0.382   
absences0.0658  
G10.0983  
G21.02    
(Intercept)-2.69    
failures-0.278   
schoolsupyes0.329   
famrel0.295   
absences0.0525  
G10.102   
G21       
(Intercept)-3.07    
failures-0.383   
schoolsupyes0.43    
famrel0.517   
absences0.0346  
G10.0754  
G20.991   
(Intercept)-2.57    
failures-0.4     
schoolsupyes0.584   
famrel0.185   
absences0.0433  
G10.138   
G20.985   
(Intercept)-4.79    
failures-0.319   
schoolsupyes0.682   
famrel0.591   
absences0.0593  
G10.143   
G21.02    
(Intercept)-3.24    
failures-0.0238  
schoolsupyes0.687   
famrel0.273   
absences0.045   
G10.173   
G20.974   
(Intercept)-3.39    
failures-0.558   
schoolsupyes1.16    
famrel0.273   
absences0.0551  
G10.208   
G20.931   
(Intercept)-2.79    
failures-0.202   
schoolsupyes0.2     
famrel0.292   
absences0.0413  
G10.105   
G21       
(Intercept)-1.93    
failures-0.268   
schoolsupyes0.15    
famrel0.183   
absences0.0244  
G10.141   
G20.953   
(Intercept)-3.58    
failures-0.318   
schoolsupyes0.594   
famrel0.387   
absences0.0342  
G10.184   
G20.958   
(Intercept)-3.25    
failures-0.261   
schoolsupyes0.281   
famrel0.274   
absences0.038   
G10.205   
G20.947   
(Intercept)-3.59    
failures-0.0642  
schoolsupyes-0.0116  
famrel0.399   
absences0.042   
G10.178   
G20.947   
(Intercept)-3.05    
failures-0.126   
schoolsupyes0.395   
famrel0.387   
absences0.0377  
G10.147   
G20.957   
(Intercept)-3.75    
failures-0.218   
schoolsupyes0.794   
famrel0.408   
absences0.0442  
G10.142   
G21.01    
(Intercept)-3.45    
failures-0.244   
schoolsupyes-0.0216  
famrel0.42    
absences0.0418  
G10.0851  
G21.04    
(Intercept)-2.7     
failures-0.0806  
schoolsupyes-0.138   
famrel0.283   
absences0.0238  
G10.13    
G20.985   
(Intercept)-3.17    
failures-0.0284  
schoolsupyes0.391   
famrel0.384   
absences0.0511  
G10.102   
G21       
(Intercept)-3.74    
failures-0.158   
schoolsupyes0.79    
famrel0.437   
absences0.0426  
G10.12    
G21       
(Intercept)-2.51    
failures-0.41    
schoolsupyes0.673   
famrel0.171   
absences0.0169  
G10.153   
G20.977   
(Intercept)-2.31    
failures0.0552  
schoolsupyes0.449   
famrel0.234   
absences0.0152  
G10.146   
G20.971   
(Intercept)-3.41    
failures-0.17    
schoolsupyes0.914   
famrel0.332   
absences0.0434  
G10.0917  
G21.05    
(Intercept)-3.49    
failures-0.368   
schoolsupyes0.998   
famrel0.342   
absences0.044   
G10.16    
G20.984   
(Intercept)-3.73    
failures-0.264   
schoolsupyes0.383   
famrel0.337   
absences0.0415  
G10.186   
G20.981   
(Intercept)-5       
failures-0.111   
schoolsupyes0.774   
famrel0.425   
absences0.0574  
G10.245   
G20.982   
(Intercept)-2.63    
failures-0.444   
schoolsupyes0.235   
famrel0.324   
absences0.0312  
G10.135   
G20.96    
(Intercept)-3.78    
failures-0.0245  
schoolsupyes0.428   
famrel0.381   
absences0.0692  
G10.217   
G20.937   
(Intercept)-4.09    
failures-0.00799 
schoolsupyes0.664   
famrel0.31    
absences0.0432  
G10.216   
G20.974   
(Intercept)-2.8     
failures-0.0919  
schoolsupyes0.525   
famrel0.274   
absences0.0335  
G10.108   
G21.01    
(Intercept)-3.9     
failures0.0345  
schoolsupyes0.385   
famrel0.269   
absences0.0477  
G10.232   
G20.965   
(Intercept)-3.6     
failures-0.398   
schoolsupyes0.683   
famrel0.455   
absences0.0367  
G10.129   
G20.998   
(Intercept)-4.54    
failures-0.225   
schoolsupyes0.553   
famrel0.573   
absences0.0486  
G10.192   
G20.951   
(Intercept)-4.5     
failures0.263   
schoolsupyes0.275   
famrel0.493   
absences0.0354  
G10.153   
G21.02    
(Intercept)-3.51    
failures-0.313   
schoolsupyes0.592   
famrel0.258   
absences0.0653  
G10.176   
G20.981   
(Intercept)-4.07    
failures-0.28    
schoolsupyes0.404   
famrel0.412   
absences0.0367  
G10.233   
G20.94    
(Intercept)-3.97    
failures0.05    
schoolsupyes0.548   
famrel0.474   
absences0.0288  
G10.163   
G20.978   
(Intercept)-3.37    
failures-0.423   
schoolsupyes0.314   
famrel0.452   
absences0.0356  
G10.112   
G21       
(Intercept)-5.04    
failures-0.273   
schoolsupyes0.58    
famrel0.619   
absences0.0752  
G10.208   
G20.95    
(Intercept)-2.61    
failures-0.573   
schoolsupyes0.569   
famrel0.415   
absences0.033   
G10.074   
G20.993   
(Intercept)-2.43    
failures-0.0804  
schoolsupyes0.41    
famrel0.264   
absences0.0155  
G10.0914  
G21.01    
(Intercept)-3.64    
failures-0.186   
schoolsupyes0.0106  
famrel0.401   
absences0.0371  
G10.137   
G21.01    
(Intercept)-2.96    
failures-0.342   
schoolsupyes0.494   
famrel0.277   
absences0.0501  
G10.158   
G20.96    
(Intercept)-2.59    
failures-0.173   
schoolsupyes0.359   
famrel0.362   
absences0.0217  
G10.0807  
G21       
(Intercept)-4.28    
failures-0.264   
schoolsupyes1.06    
famrel0.45    
absences0.0572  
G10.178   
G20.99    
(Intercept)-2.61    
failures-0.234   
schoolsupyes-0.0385  
famrel0.214   
absences0.0306  
G10.192   
G20.936   
(Intercept)-3.09    
failures-0.142   
schoolsupyes0.479   
famrel0.317   
absences0.0335  
G10.16    
G20.968   
(Intercept)-2.21    
failures-0.165   
schoolsupyes0.817   
famrel0.183   
absences0.0387  
G10.0928  
G21       
(Intercept)-3.86    
failures-0.158   
schoolsupyes0.687   
famrel0.411   
absences0.0319  
G10.163   
G20.987   
(Intercept)-3.79    
failures-0.199   
schoolsupyes0.381   
famrel0.42    
absences0.0301  
G10.147   
G21.01    
(Intercept)-3.07    
failures-0.199   
schoolsupyes0.486   
famrel0.313   
absences0.026   
G10.131   
G21       
(Intercept)-3.44    
failures0.0186  
schoolsupyes0.136   
famrel0.408   
absences0.0332  
G10.15    
G20.984   
(Intercept)-3.75    
failures0.168   
schoolsupyes0.347   
famrel0.382   
absences0.0307  
G10.184   
G20.975   
(Intercept)-3.27    
failures-0.359   
schoolsupyes0.506   
famrel0.252   
absences0.043   
G10.173   
G20.984   
(Intercept)-2.3     
failures-0.527   
schoolsupyes0.629   
famrel0.272   
absences0.0247  
G10.102   
G20.991   
(Intercept)-4.05    
failures-0.0635  
schoolsupyes0.454   
famrel0.436   
absences0.0449  
G10.141   
G21.01    
(Intercept)-3.52    
failures0.0487  
schoolsupyes0.401   
famrel0.283   
absences0.0466  
G10.146   
G21.01    
(Intercept)-2.63    
failures-0.023   
schoolsupyes0.334   
famrel0.189   
absences0.0363  
G10.16    
G20.965   
(Intercept)-4.79    
failures0.157   
schoolsupyes0.0855  
famrel0.553   
absences0.0379  
G10.174   
G21       
(Intercept)-4.15    
failures0.0183  
schoolsupyes0.522   
famrel0.434   
absences0.0408  
G10.185   
G20.973   
(Intercept)-3.08    
failures-0.0261  
schoolsupyes0.313   
famrel0.372   
absences0.032   
G10.148   
G20.966   
(Intercept)-4.5     
failures0.0331  
schoolsupyes0.605   
famrel0.462   
absences0.044   
G10.192   
G21       
(Intercept)-3.69    
failures-0.314   
schoolsupyes0.711   
famrel0.397   
absences0.0418  
G10.236   
G20.904   
(Intercept)-2.22    
failures-0.262   
schoolsupyes0.471   
famrel0.207   
absences0.0255  
G10.112   
G20.986   
(Intercept)-2.85    
failures-0.326   
schoolsupyes-0.00554 
famrel0.384   
absences0.057   
G10.113   
G20.968   
(Intercept)-4.52    
failures-0.301   
schoolsupyes0.559   
famrel0.611   
absences0.0629  
G10.125   
G21.01    
(Intercept)-4.07    
failures-0.062   
schoolsupyes0.374   
famrel0.526   
absences0.0455  
G10.105   
G21.03    
(Intercept)-2.93    
failures-0.292   
schoolsupyes0.852   
famrel0.239   
absences0.0324  
G10.13    
G21       
(Intercept)-2.48    
failures-0.395   
schoolsupyes0.599   
famrel0.229   
absences0.0304  
G10.151   
G20.953   
(Intercept)-3.37    
failures-0.00283 
schoolsupyes0.0616  
famrel0.391   
absences0.0335  
G10.123   
G21       
(Intercept)-2.72    
failures-0.247   
schoolsupyes0.546   
famrel0.3     
absences0.0555  
G10.133   
G20.962   
(Intercept)-2.26    
failures-0.665   
schoolsupyes0.479   
famrel0.19    
absences0.0298  
G10.164   
G20.939   
(Intercept)-2.81    
failures-0.249   
schoolsupyes0.261   
famrel0.261   
absences0.0448  
G10.179   
G20.935   
(Intercept)-2.21    
failures-0.498   
schoolsupyes0.209   
famrel0.223   
absences0.0405  
G10.13    
G20.961   
(Intercept)-3.2     
failures-0.191   
schoolsupyes0.617   
famrel0.254   
absences0.0263  
G10.166   
G20.982   
(Intercept)-2.75    
failures-0.292   
schoolsupyes0.498   
famrel0.279   
absences0.0379  
G10.106   
G21       
(Intercept)-2.58    
failures-0.299   
schoolsupyes0.335   
famrel0.247   
absences0.0271  
G10.137   
G20.98    
(Intercept)-1.93    
failures-0.493   
schoolsupyes0.565   
famrel0.128   
absences0.0295  
G10.0928  
G21.01    
(Intercept)-3.5     
failures-0.452   
schoolsupyes0.653   
famrel0.278   
absences0.0437  
G10.184   
G20.975   
(Intercept)-3.14    
failures-0.268   
schoolsupyes0.546   
famrel0.187   
absences0.023   
G10.145   
G21.03    
(Intercept)-4.02    
failures-0.337   
schoolsupyes0.848   
famrel0.421   
absences0.0415  
G10.235   
G20.929   
(Intercept)-4.41    
failures-0.00502 
schoolsupyes0.599   
famrel0.446   
absences0.0424  
G10.177   
G21       
(Intercept)-3.67    
failures-0.489   
schoolsupyes0.622   
famrel0.417   
absences0.0554  
G10.139   
G20.991   
(Intercept)-2.93    
failures-0.319   
schoolsupyes0.511   
famrel0.199   
absences0.0699  
G10.123   
G21.01    
(Intercept)-1.72    
failures-0.324   
schoolsupyes0.405   
famrel0.0265  
absences0.0148  
G10.188   
G20.931   
(Intercept)-2.49    
failures-0.124   
schoolsupyes0.448   
famrel0.275   
absences0.0163  
G10.141   
G20.966   
(Intercept)-5.28    
failures-0.269   
schoolsupyes0.595   
famrel0.567   
absences0.0712  
G10.255   
G20.944   
(Intercept)-2.19    
failures-0.358   
schoolsupyes0.568   
famrel0.247   
absences0.016   
G10.0768  
G21       
(Intercept)-2.95    
failures-0.026   
schoolsupyes0.394   
famrel0.187   
absences0.0397  
G10.209   
G20.952   
(Intercept)-3.13    
failures-0.363   
schoolsupyes0.427   
famrel0.335   
absences0.0379  
G10.0988  
G21.02    
(Intercept)-1.89    
failures-0.182   
schoolsupyes0.187   
famrel0.214   
absences0.0119  
G10.101   
G20.984   
(Intercept)-2.9     
failures-0.476   
schoolsupyes0.785   
famrel0.184   
absences0.0409  
G10.182   
G20.972   
(Intercept)-3.86    
failures0.0813  
schoolsupyes0.608   
famrel0.409   
absences0.0484  
G10.173   
G20.971   
(Intercept)-3.02    
failures-0.173   
schoolsupyes0.434   
famrel0.318   
absences0.0299  
G10.119   
G21.01    
(Intercept)-3.71    
failures-0.583   
schoolsupyes0.452   
famrel0.583   
absences0.0605  
G10.154   
G20.936   
(Intercept)-2.97    
failures-0.454   
schoolsupyes0.317   
famrel0.423   
absences0.042   
G10.0608  
G21.03    
(Intercept)-2.83    
failures-0.342   
schoolsupyes0.558   
famrel0.3     
absences0.0558  
G10.142   
G20.963   
(Intercept)-2.04    
failures0.0446  
schoolsupyes-0.17    
famrel0.181   
absences0.0223  
G10.141   
G20.962   
(Intercept)-3.08    
failures-0.331   
schoolsupyes0.133   
famrel0.477   
absences0.0223  
G10.114   
G20.969   
(Intercept)-3.28    
failures-0.188   
schoolsupyes0.854   
famrel0.328   
absences0.0401  
G10.156   
G20.968   
(Intercept)-2.59    
failures-0.306   
schoolsupyes-0.113   
famrel0.358   
absences0.019   
G10.114   
G20.983   
(Intercept)-2.7     
failures-0.421   
schoolsupyes0.259   
famrel0.328   
absences0.0424  
G10.0873  
G21.02    
(Intercept)-3.56    
failures0.0191  
schoolsupyes0.668   
famrel0.279   
absences0.0452  
G10.2     
G20.967   
(Intercept)-3.24    
failures-0.258   
schoolsupyes0.466   
famrel0.34    
absences0.0385  
G10.165   
G20.973   
(Intercept)-5.15    
failures-0.246   
schoolsupyes0.65    
famrel0.672   
absences0.05    
G10.18    
G20.979   
(Intercept)-3.42    
failures-0.282   
schoolsupyes0.185   
famrel0.342   
absences0.038   
G10.0297  
G21.12    
(Intercept)-3.42    
failures-0.615   
schoolsupyes0.196   
famrel0.289   
absences0.061   
G10.179   
G20.977   
(Intercept)-3.01    
failures-0.0423  
schoolsupyes0.921   
famrel0.177   
absences0.0462  
G10.154   
G20.999   
(Intercept)-3.75    
failures-0.432   
schoolsupyes0.403   
famrel0.381   
absences0.0721  
G10.161   
G20.99    
(Intercept)-3.14    
failures-0.37    
schoolsupyes0.264   
famrel0.308   
absences0.0461  
G10.152   
G20.974   
(Intercept)-2.63    
failures-0.203   
schoolsupyes0.502   
famrel0.224   
absences0.0437  
G10.121   
G20.999   
(Intercept)-3.6     
failures-0.27    
schoolsupyes-0.4     
famrel0.455   
absences0.0414  
G10.137   
G20.989   
(Intercept)-3.41    
failures0.0514  
schoolsupyes1.01    
famrel0.224   
absences0.0372  
G10.218   
G20.952   
(Intercept)-3.97    
failures-0.0502  
schoolsupyes0.874   
famrel0.333   
absences0.0617  
G10.158   
G21.01    
(Intercept)-3.12    
failures-0.477   
schoolsupyes0.617   
famrel0.309   
absences0.0358  
G10.107   
G21.02    
(Intercept)-4.09    
failures-0.29    
schoolsupyes0.795   
famrel0.396   
absences0.047   
G10.199   
G20.969   
(Intercept)-4.26    
failures-0.0931  
schoolsupyes0.248   
famrel0.588   
absences0.0474  
G10.138   
G20.987   
(Intercept)-2.71    
failures-0.461   
schoolsupyes0.514   
famrel0.307   
absences0.0482  
G10.107   
G20.991   
(Intercept)-2.89    
failures-0.0815  
schoolsupyes0.164   
famrel0.259   
absences0.0187  
G10.185   
G20.954   
(Intercept)-3.7     
failures-0.255   
schoolsupyes0.863   
famrel0.38    
absences0.0439  
G10.174   
G20.975   
(Intercept)-4.22    
failures-0.0924  
schoolsupyes0.511   
famrel0.57    
absences0.0372  
G10.178   
G20.954   
(Intercept)-2.33    
failures-0.362   
schoolsupyes0.332   
famrel0.224   
absences0.0451  
G10.149   
G20.948   
(Intercept)-3.86    
failures-0.195   
schoolsupyes0.648   
famrel0.445   
absences0.0546  
G10.169   
G20.97    
(Intercept)-4.65    
failures0.032   
schoolsupyes0.417   
famrel0.622   
absences0.0433  
G10.145   
G21       
(Intercept)-4.95    
failures-0.305   
schoolsupyes0.873   
famrel0.577   
absences0.0546  
G10.234   
G20.939   
(Intercept)-1.84    
failures-0.271   
schoolsupyes0.26    
famrel0.155   
absences0.0304  
G10.125   
G20.952   
(Intercept)-2.86    
failures-0.176   
schoolsupyes0.812   
famrel0.222   
absences0.0429  
G10.171   
G20.953   
(Intercept)-5.2     
failures-0.147   
schoolsupyes0.622   
famrel0.555   
absences0.0622  
G10.292   
G20.907   
(Intercept)-3.58    
failures-0.168   
schoolsupyes0.196   
famrel0.343   
absences0.0389  
G10.162   
G20.993   
(Intercept)-3.84    
failures0.0455  
schoolsupyes0.392   
famrel0.401   
absences0.0318  
G10.176   
G20.99    
(Intercept)-3.8     
failures-0.0651  
schoolsupyes0.369   
famrel0.445   
absences0.0288  
G10.112   
G21.03    
(Intercept)-3.12    
failures-0.0623  
schoolsupyes0.353   
famrel0.273   
absences0.0552  
G10.186   
G20.944   
(Intercept)-2.79    
failures0.0128  
schoolsupyes0.211   
famrel0.273   
absences0.0432  
G10.102   
G21.02    
(Intercept)-2.35    
failures-0.375   
schoolsupyes0.648   
famrel0.225   
absences0.0257  
G10.11    
G20.986   
(Intercept)-3.04    
failures-0.244   
schoolsupyes0.189   
famrel0.395   
absences0.0309  
G10.11    
G20.994   
(Intercept)-2.92    
failures0.0391  
schoolsupyes0.655   
famrel0.269   
absences0.0349  
G10.129   
G20.997   
(Intercept)-2.78    
failures-0.301   
schoolsupyes0.314   
famrel0.325   
absences0.0494  
G10.0949  
G21.01    
(Intercept)-3.5     
failures0.0256  
schoolsupyes0.52    
famrel0.386   
absences0.031   
G10.156   
G20.99    
(Intercept)-4.39    
failures-0.41    
schoolsupyes0.756   
famrel0.525   
absences0.0377  
G10.256   
G20.898   
(Intercept)-2.78    
failures-0.083   
schoolsupyes0.493   
famrel0.206   
absences0.0459  
G10.165   
G20.97    
(Intercept)-3.26    
failures-0.106   
schoolsupyes0.154   
famrel0.528   
absences0.0337  
G10.0976  
G20.993   
(Intercept)-2.6     
failures0.0248  
schoolsupyes0.345   
famrel0.18    
absences0.0304  
G10.169   
G20.963   
(Intercept)-4.77    
failures-0.443   
schoolsupyes0.13    
famrel0.597   
absences0.0614  
G10.103   
G21.05    
(Intercept)-3.64    
failures-0.533   
schoolsupyes0.488   
famrel0.505   
absences0.0338  
G10.143   
G20.966   
(Intercept)-3.26    
failures-0.233   
schoolsupyes0.607   
famrel0.425   
absences0.0223  
G10.136   
G20.973   
(Intercept)-4.61    
failures-0.294   
schoolsupyes0.498   
famrel0.585   
absences0.0572  
G10.104   
G21.05    
(Intercept)-3.12    
failures-0.132   
schoolsupyes0.645   
famrel0.285   
absences0.0396  
G10.128   
G21       
(Intercept)-3.28    
failures-0.104   
schoolsupyes0.437   
famrel0.266   
absences0.0292  
G10.117   
G21.05    
(Intercept)-4.93    
failures-0.101   
schoolsupyes0.77    
famrel0.466   
absences0.0586  
G10.095   
G21.11    
(Intercept)-3.24    
failures-0.419   
schoolsupyes-0.0656  
famrel0.454   
absences0.0514  
G10.158   
G20.937   
(Intercept)-4.18    
failures-0.3     
schoolsupyes0.434   
famrel0.376   
absences0.0838  
G10.199   
G20.974   
(Intercept)-3.51    
failures-0.103   
schoolsupyes0.602   
famrel0.29    
absences0.0391  
G10.196   
G20.96    
(Intercept)-3.28    
failures0.115   
schoolsupyes0.42    
famrel0.364   
absences0.0229  
G10.104   
G21.02    
(Intercept)-3.09    
failures-0.444   
schoolsupyes0.324   
famrel0.358   
absences0.0468  
G10.0997  
G21.01    
(Intercept)-4.42    
failures-0.148   
schoolsupyes0.891   
famrel0.379   
absences0.058   
G10.193   
G20.995   
(Intercept)-3.28    
failures-0.334   
schoolsupyes0.502   
famrel0.398   
absences0.0416  
G10.117   
G21       
(Intercept)-3.61    
failures-0.0843  
schoolsupyes0.0583  
famrel0.56    
absences0.0312  
G10.0609  
G21.04    
(Intercept)-3.33    
failures-0.183   
schoolsupyes0.571   
famrel0.343   
absences0.0201  
G10.15    
G20.999   
(Intercept)-3.45    
failures-0.105   
schoolsupyes0.683   
famrel0.389   
absences0.0248  
G10.127   
G21.01    
(Intercept)-4.75    
failures-0.000783
schoolsupyes0.371   
famrel0.54    
absences0.0376  
G10.138   
G21.04    
(Intercept)-2.54    
failures-0.176   
schoolsupyes0.747   
famrel0.237   
absences0.0327  
G10.102   
G21.01    
(Intercept)-2.65    
failures-0.46    
schoolsupyes0.718   
famrel0.285   
absences0.0464  
G10.138   
G20.952   
(Intercept)-2.98    
failures0.0816  
schoolsupyes0.3     
famrel0.217   
absences0.0366  
G10.16    
G20.98    
(Intercept)-3.14    
failures-0.144   
schoolsupyes0.0897  
famrel0.25    
absences0.0428  
G10.205   
G20.943   
(Intercept)-3.46    
failures-0.149   
schoolsupyes0.532   
famrel0.254   
absences0.0391  
G10.0732  
G21.11    
(Intercept)-3.12    
failures-0.0551  
schoolsupyes0.35    
famrel0.261   
absences0.0494  
G10.185   
G20.956   
(Intercept)-2.45    
failures-0.395   
schoolsupyes0.732   
famrel0.167   
absences0.0431  
G10.147   
G20.972   
(Intercept)-3.34    
failures-0.389   
schoolsupyes0.441   
famrel0.404   
absences0.0533  
G10.163   
G20.946   
(Intercept)-2.45    
failures-0.228   
schoolsupyes0.122   
famrel0.314   
absences0.0347  
G10.0906  
G20.994   
(Intercept)-3.02    
failures0.0227  
schoolsupyes0.336   
famrel0.325   
absences0.0349  
G10.11    
G21.02    
(Intercept)-3.39    
failures-0.352   
schoolsupyes0.426   
famrel0.447   
absences0.0528  
G10.13    
G20.974   
(Intercept)-3.33    
failures-0.437   
schoolsupyes0.329   
famrel0.339   
absences0.0453  
G10.139   
G20.988   
(Intercept)-3.39    
failures-0.12    
schoolsupyes0.768   
famrel0.32    
absences0.0415  
G10.127   
G21.01    
(Intercept)-2.51    
failures-0.238   
schoolsupyes0.257   
famrel0.285   
absences0.0207  
G10.151   
G20.956   
(Intercept)-2.24    
failures-0.0273  
schoolsupyes0.213   
famrel0.223   
absences0.0263  
G10.112   
G20.99    
(Intercept)-2.93    
failures-0.348   
schoolsupyes-0.0313  
famrel0.321   
absences0.0358  
G10.131   
G20.987   
(Intercept)-3.33    
failures-0.218   
schoolsupyes0.473   
famrel0.32    
absences0.0387  
G10.127   
G21.01    
(Intercept)-1.92    
failures-0.114   
schoolsupyes0.063   
famrel0.235   
absences0.0279  
G10.13    
G20.949   
(Intercept)-2.57    
failures-0.232   
schoolsupyes0.202   
famrel0.347   
absences0.0369  
G10.0551  
G21.03    
(Intercept)-3.69    
failures-0.375   
schoolsupyes0.515   
famrel0.473   
absences0.0328  
G10.148   
G20.981   
(Intercept)-3.6     
failures-0.462   
schoolsupyes0.525   
famrel0.393   
absences0.0272  
G10.181   
G20.965   
(Intercept)-2.53    
failures-0.688   
schoolsupyes0.15    
famrel0.336   
absences0.0619  
G10.0578  
G21.02    
(Intercept)-4.31    
failures0.0562  
schoolsupyes0.233   
famrel0.555   
absences0.0392  
G10.161   
G20.977   
(Intercept)-3       
failures-0.527   
schoolsupyes0.855   
famrel0.191   
absences0.0561  
G10.175   
G20.968   
(Intercept)-2.94    
failures-0.445   
schoolsupyes0.608   
famrel0.259   
absences0.0354  
G10.171   
G20.965   
(Intercept)-3.58    
failures-0.059   
schoolsupyes0.514   
famrel0.246   
absences0.045   
G10.268   
G20.901   
(Intercept)-4.04    
failures-0.267   
schoolsupyes0.25    
famrel0.437   
absences0.0726  
G10.157   
G20.998   
(Intercept)-4.09    
failures-0.182   
schoolsupyes0.642   
famrel0.359   
absences0.0477  
G10.205   
G20.967   
(Intercept)-2.62    
failures-0.381   
schoolsupyes0.587   
famrel0.261   
absences0.0304  
G10.0894  
G21.02    
(Intercept)-1.69    
failures-0.177   
schoolsupyes0.38    
famrel0.143   
absences0.0241  
G10.098   
G20.982   
(Intercept)-2.95    
failures-0.329   
schoolsupyes0.428   
famrel0.381   
absences0.0459  
G10.089   
G21.01    
(Intercept)-3.49    
failures-0.39    
schoolsupyes0.716   
famrel0.317   
absences0.0492  
G10.179   
G20.974   
(Intercept)-3.47    
failures-0.127   
schoolsupyes0.234   
famrel0.277   
absences0.0509  
G10.15    
G21.01    
(Intercept)-2.82    
failures-0.071   
schoolsupyes0.619   
famrel0.302   
absences0.037   
G10.113   
G20.993   
(Intercept)-2.57    
failures-0.511   
schoolsupyes-0.145   
famrel0.313   
absences0.057   
G10.169   
G20.915   
(Intercept)-4.21    
failures-0.0392  
schoolsupyes0.633   
famrel0.38    
absences0.0593  
G10.186   
G20.99    
(Intercept)-4.62    
failures-0.259   
schoolsupyes0.126   
famrel0.7     
absences0.0263  
G10.127   
G20.997   
(Intercept)-2.56    
failures-0.318   
schoolsupyes0.26    
famrel0.362   
absences0.0535  
G10.0505  
G21.02    
(Intercept)-2.92    
failures0.0832  
schoolsupyes0.216   
famrel0.201   
absences0.028   
G10.131   
G21.02    
(Intercept)-3.04    
failures-0.161   
schoolsupyes0.464   
famrel0.252   
absences0.0279  
G10.162   
G20.977   
(Intercept)-3.69    
failures-0.457   
schoolsupyes0.537   
famrel0.408   
absences0.0382  
G10.225   
G20.92    
(Intercept)-4.6     
failures-0.00582 
schoolsupyes0.539   
famrel0.619   
absences0.0201  
G10.159   
G20.993   
(Intercept)-4.54    
failures-0.422   
schoolsupyes0.535   
famrel0.532   
absences0.0645  
G10.18    
G20.974   
(Intercept)-4.68    
failures-0.0104  
schoolsupyes0.645   
famrel0.438   
absences0.0362  
G10.188   
G21.01    
(Intercept)-3.69    
failures-0.374   
schoolsupyes0.946   
famrel0.379   
absences0.0333  
G10.22    
G20.934   
(Intercept)-3.02    
failures-0.11    
schoolsupyes0.998   
famrel0.127   
absences0.042   
G10.175   
G20.994   
(Intercept)-3.11    
failures-0.427   
schoolsupyes0.0264  
famrel0.45    
absences0.0136  
G10.125   
G20.975   
(Intercept)-3.2     
failures-0.208   
schoolsupyes0.471   
famrel0.222   
absences0.0627  
G10.189   
G20.962   
(Intercept)-3       
failures-0.0447  
schoolsupyes0.077   
famrel0.272   
absences0.0426  
G10.147   
G20.989   
(Intercept)-3.98    
failures-0.165   
schoolsupyes0.75    
famrel0.353   
absences0.0557  
G10.205   
G20.959   
(Intercept)-1.9     
failures-0.241   
schoolsupyes0.466   
famrel0.167   
absences0.0223  
G10.14    
G20.947   
(Intercept)-2.25    
failures-0.305   
schoolsupyes0.172   
famrel0.234   
absences0.026   
G10.0945  
G21       
(Intercept)-2.64    
failures0.0302  
schoolsupyes0.322   
famrel0.253   
absences0.0283  
G10.14    
G20.973   
(Intercept)-3.44    
failures-0.346   
schoolsupyes0.0495  
famrel0.4     
absences0.0345  
G10.153   
G20.985   
(Intercept)-2.08    
failures-0.37    
schoolsupyes0.249   
famrel0.222   
absences0.0246  
G10.0864  
G21.01    
(Intercept)-3.37    
failures-0.529   
schoolsupyes0.256   
famrel0.425   
absences0.0329  
G10.135   
G20.98    
(Intercept)-3.82    
failures-0.0888  
schoolsupyes0.635   
famrel0.298   
absences0.0386  
G10.244   
G20.936   
(Intercept)-4.16    
failures-0.134   
schoolsupyes0.105   
famrel0.577   
absences0.0424  
G10.114   
G21.01    
(Intercept)-2.11    
failures-0.185   
schoolsupyes0.489   
famrel0.05    
absences0.0401  
G10.104   
G21.03    
(Intercept)-2.48    
failures0.0123  
schoolsupyes-0.0853  
famrel0.301   
absences0.048   
G10.11    
G20.97    
(Intercept)-3.68    
failures0.0317  
schoolsupyes0.303   
famrel0.472   
absences0.0306  
G10.0972  
G21.03    
(Intercept)-4.32    
failures-0.147   
schoolsupyes0.558   
famrel0.359   
absences0.0666  
G10.196   
G20.993   
(Intercept)-3.5     
failures-0.274   
schoolsupyes1.08    
famrel0.336   
absences0.0422  
G10.126   
G21.02    
(Intercept)-3.19    
failures-0.117   
schoolsupyes0.379   
famrel0.379   
absences0.0267  
G10.083   
G21.04    
(Intercept)-4.58    
failures-0.261   
schoolsupyes1.17    
famrel0.392   
absences0.0919  
G10.169   
G21.03    
(Intercept)-3.26    
failures0.00663 
schoolsupyes0.402   
famrel0.236   
absences0.0475  
G10.191   
G20.963   
(Intercept)-1.55    
failures-0.246   
schoolsupyes0.413   
famrel0.131   
absences0.024   
G10.0636  
G21       
(Intercept)-3.41    
failures-0.288   
schoolsupyes0.421   
famrel0.316   
absences0.0375  
G10.136   
G21.01    
(Intercept)-2.79    
failures0.0137  
schoolsupyes0.806   
famrel0.206   
absences0.0366  
G10.159   
G20.965   
(Intercept)-2.97    
failures-0.211   
schoolsupyes0.445   
famrel0.314   
absences0.0288  
G10.141   
G20.982   
(Intercept)-3.94    
failures-0.308   
schoolsupyes0.324   
famrel0.522   
absences0.0256  
G10.079   
G21.05    
(Intercept)-2.07    
failures-0.233   
schoolsupyes0.373   
famrel0.191   
absences0.0362  
G10.116   
G20.971   
(Intercept)-3.53    
failures-0.28    
schoolsupyes0.701   
famrel0.344   
absences0.0309  
G10.202   
G20.942   
(Intercept)-3.58    
failures-0.156   
schoolsupyes0.941   
famrel0.312   
absences0.0434  
G10.148   
G21.01    
(Intercept)-3.93    
failures-0.152   
schoolsupyes0.841   
famrel0.432   
absences0.0195  
G10.164   
G20.994   
(Intercept)-3.64    
failures-0.0687  
schoolsupyes0.253   
famrel0.361   
absences0.0306  
G10.142   
G21.01    
(Intercept)-2.19    
failures-0.234   
schoolsupyes0.24    
famrel0.238   
absences0.0262  
G10.118   
G20.975   
(Intercept)-4.27    
failures-0.129   
schoolsupyes0.134   
famrel0.495   
absences0.0579  
G10.11    
G21.04    
(Intercept)-3.34    
failures0.0457  
schoolsupyes0.366   
famrel0.315   
absences0.0689  
G10.18    
G20.944   
(Intercept)-4.02    
failures-0.0437  
schoolsupyes0.823   
famrel0.281   
absences0.0368  
G10.259   
G20.942   
(Intercept)-3.97    
failures-0.0311  
schoolsupyes0.297   
famrel0.443   
absences0.0439  
G10.174   
G20.975   
(Intercept)-2.63    
failures-0.00652 
schoolsupyes0.393   
famrel0.239   
absences0.031   
G10.143   
G20.972   
(Intercept)-2.83    
failures-0.366   
schoolsupyes0.707   
famrel0.193   
absences0.0364  
G10.151   
G20.996   
(Intercept)-3.75    
failures-0.301   
schoolsupyes0.478   
famrel0.403   
absences0.0361  
G10.227   
G20.927   
(Intercept)-3.39    
failures-0.0714  
schoolsupyes0.474   
famrel0.278   
absences0.0366  
G10.163   
G20.99    
(Intercept)-2.82    
failures-0.369   
schoolsupyes0.0635  
famrel0.385   
absences0.0351  
G10.131   
G20.961   
(Intercept)-3.62    
failures-0.174   
schoolsupyes0.592   
famrel0.421   
absences0.0445  
G10.0952  
G21.04    
(Intercept)-4.14    
failures-0.285   
schoolsupyes1.04    
famrel0.443   
absences0.0517  
G10.181   
G20.976   
(Intercept)-3.79    
failures0.061   
schoolsupyes0.955   
famrel0.229   
absences0.0765  
G10.246   
G20.94    
(Intercept)-4.69    
failures-0.126   
schoolsupyes0.149   
famrel0.499   
absences0.0738  
G10.199   
G20.984   
(Intercept)-4.21    
failures-0.351   
schoolsupyes0.564   
famrel0.486   
absences0.0477  
G10.1     
G21.05    
(Intercept)-2.57    
failures-0.118   
schoolsupyes0.204   
famrel0.228   
absences0.0294  
G10.147   
G20.976   
(Intercept)-2.89    
failures-0.315   
schoolsupyes0.726   
famrel0.205   
absences0.041   
G10.199   
G20.942   
(Intercept)-2.23    
failures-0.268   
schoolsupyes0.538   
famrel0.157   
absences0.0224  
G10.12    
G21.01    
(Intercept)-2.97    
failures-0.034   
schoolsupyes1.07    
famrel0.07    
absences0.0431  
G10.242   
G20.94    
(Intercept)-3.43    
failures-0.12    
schoolsupyes0.683   
famrel0.325   
absences0.0284  
G10.168   
G20.983   
(Intercept)-2.59    
failures-0.309   
schoolsupyes0.486   
famrel0.276   
absences0.0224  
G10.105   
G21       
(Intercept)-2.63    
failures-0.0866  
schoolsupyes0.0679  
famrel0.294   
absences0.0302  
G10.109   
G20.997   
(Intercept)-2.66    
failures-0.508   
schoolsupyes0.777   
famrel0.0667  
absences0.0473  
G10.179   
G20.982   
(Intercept)-3.57    
failures-0.0703  
schoolsupyes0.738   
famrel0.417   
absences0.0434  
G10.114   
G21       
(Intercept)-4.32    
failures-0.0686  
schoolsupyes0.836   
famrel0.418   
absences0.0616  
G10.121   
G21.06    
(Intercept)-3.63    
failures-0.342   
schoolsupyes0.241   
famrel0.452   
absences0.0279  
G10.148   
G20.987   
(Intercept)-1.88    
failures-0.296   
schoolsupyes0.396   
famrel0.139   
absences0.0269  
G10.12    
G20.982   
(Intercept)-2.3     
failures-0.423   
schoolsupyes0.656   
famrel0.233   
absences0.0146  
G10.129   
G20.973   
(Intercept)-3.77    
failures-0.296   
schoolsupyes0.5     
famrel0.438   
absences0.0372  
G10.158   
G20.981   
(Intercept)-2.6     
failures-0.496   
schoolsupyes0.695   
famrel0.149   
absences0.0467  
G10.138   
G20.991   
(Intercept)-1.9     
failures-0.101   
schoolsupyes0.154   
famrel0.168   
absences0.0201  
G10.131   
G20.958   
(Intercept)-2.89    
failures-0.124   
schoolsupyes0.913   
famrel0.261   
absences0.0237  
G10.138   
G20.989   
(Intercept)-4.84    
failures-0.26    
schoolsupyes0.28    
famrel0.551   
absences0.0519  
G10.226   
G20.949   
(Intercept)-2.91    
failures-0.161   
schoolsupyes0.552   
famrel0.163   
absences0.0414  
G10.196   
G20.95    
(Intercept)-4.36    
failures-0.188   
schoolsupyes0.32    
famrel0.467   
absences0.097   
G10.134   
G21.03    
(Intercept)-4.21    
failures-0.0456  
schoolsupyes0.082   
famrel0.53    
absences0.0479  
G10.159   
G20.981   
(Intercept)-2.26    
failures-0.137   
schoolsupyes0.334   
famrel0.224   
absences0.0174  
G10.149   
G20.955   
(Intercept)-4.69    
failures-0.294   
schoolsupyes0.396   
famrel0.59    
absences0.0498  
G10.191   
G20.971   
(Intercept)-3.97    
failures-0.344   
schoolsupyes0.794   
famrel0.372   
absences0.0745  
G10.232   
G20.92    
(Intercept)-3.43    
failures-0.0439  
schoolsupyes0.469   
famrel0.264   
absences0.034   
G10.182   
G20.984   
(Intercept)-3.11    
failures-0.0807  
schoolsupyes0.175   
famrel0.425   
absences0.0237  
G10.0909  
G21.01    
(Intercept)-2.86    
failures-0.108   
schoolsupyes0.453   
famrel0.249   
absences0.0203  
G10.158   
G20.976   
(Intercept)-3.69    
failures-0.148   
schoolsupyes0.32    
famrel0.518   
absences0.025   
G10.129   
G20.992   
(Intercept)-3.31    
failures-0.0708  
schoolsupyes0.699   
famrel0.225   
absences0.022   
G10.208   
G20.961   
(Intercept)-2.07    
failures-0.379   
schoolsupyes0.0954  
famrel0.2     
absences0.0237  
G10.0669  
G21.03    
(Intercept)-3.43    
failures-0.3     
schoolsupyes0.224   
famrel0.362   
absences0.0504  
G10.121   
G21.01    
(Intercept)-2.8     
failures-0.0943  
schoolsupyes0.842   
famrel0.174   
absences0.0309  
G10.165   
G20.983   
(Intercept)-3.64    
failures-0.182   
schoolsupyes0.000119
famrel0.477   
absences0.046   
G10.192   
G20.928   
(Intercept)-2.59    
failures-0.203   
schoolsupyes0.848   
famrel0.173   
absences0.0233  
G10.156   
G20.976   
(Intercept)-3.55    
failures-0.0964  
schoolsupyes0.426   
famrel0.235   
absences0.0331  
G10.222   
G20.967   
(Intercept)-2.93    
failures-0.0923  
schoolsupyes0.304   
famrel0.289   
absences0.0191  
G10.156   
G20.979   
(Intercept)-3.52    
failures-0.503   
schoolsupyes0.312   
famrel0.411   
absences0.0317  
G10.0824  
G21.05    
(Intercept)-3.2     
failures-0.0231  
schoolsupyes0.592   
famrel0.191   
absences0.0309  
G10.23    
G20.932   
(Intercept)-3.04    
failures-0.43    
schoolsupyes0.418   
famrel0.357   
absences0.0356  
G10.0833  
G21.03    
(Intercept)-3.15    
failures-0.328   
schoolsupyes0.0867  
famrel0.401   
absences0.0439  
G10.155   
G20.947   
(Intercept)-4.9     
failures-0.203   
schoolsupyes0.433   
famrel0.544   
absences0.0713  
G10.186   
G20.985   
(Intercept)-3.42    
failures-0.377   
schoolsupyes0.0533  
famrel0.465   
absences0.0221  
G10.197   
G20.92    
(Intercept)-3.21    
failures-0.281   
schoolsupyes0.901   
famrel0.294   
absences0.0397  
G10.185   
G20.963   
(Intercept)-3       
failures-0.157   
schoolsupyes0.298   
famrel0.325   
absences0.0215  
G10.155   
G20.971   
(Intercept)-3.92    
failures-0.144   
schoolsupyes0.844   
famrel0.452   
absences0.0597  
G10.125   
G20.997   
(Intercept)-3.29    
failures-0.492   
schoolsupyes0.52    
famrel0.384   
absences0.0346  
G10.13    
G20.991   
(Intercept)-3.32    
failures-0.117   
schoolsupyes0.232   
famrel0.362   
absences0.0433  
G10.144   
G20.981   
(Intercept)-2.75    
failures-0.221   
schoolsupyes0.534   
famrel0.26    
absences0.0353  
G10.17    
G20.945   
(Intercept)-2.41    
failures-0.199   
schoolsupyes0.0989  
famrel0.251   
absences0.0272  
G10.143   
G20.958   
(Intercept)-4.25    
failures-0.314   
schoolsupyes0.459   
famrel0.512   
absences0.0585  
G10.127   
G21.01    
(Intercept)-3.41    
failures-0.14    
schoolsupyes0.985   
famrel0.269   
absences0.0445  
G10.166   
G20.992   
(Intercept)-4.06    
failures-0.272   
schoolsupyes0.224   
famrel0.336   
absences0.0364  
G10.206   
G20.972   
(Intercept)-4.26    
failures-0.126   
schoolsupyes0.91    
famrel0.534   
absences0.0472  
G10.221   
G20.916   
(Intercept)-2.75    
failures-0.306   
schoolsupyes0.398   
famrel0.488   
absences0.0202  
G10.0526  
G21.01    
(Intercept)-4.44    
failures0.0628  
schoolsupyes0.432   
famrel0.48    
absences0.0348  
G10.182   
G20.996   
(Intercept)-3.36    
failures-0.127   
schoolsupyes0.275   
famrel0.428   
absences0.0345  
G10.122   
G20.994   
(Intercept)-2.15    
failures-0.331   
schoolsupyes0.249   
famrel0.265   
absences0.0251  
G10.0853  
G21       
(Intercept)-3.28    
failures0.0805  
schoolsupyes-0.00994 
famrel0.466   
absences0.0153  
G10.148   
G20.965   
(Intercept)-1.82    
failures-0.17    
schoolsupyes0.316   
famrel0.163   
absences0.0222  
G10.13    
G20.959   
(Intercept)-4.65    
failures-0.187   
schoolsupyes0.31    
famrel0.599   
absences0.054   
G10.162   
G20.99    
(Intercept)-3.56    
failures-0.427   
schoolsupyes0.53    
famrel0.398   
absences0.0365  
G10.139   
G20.999   
(Intercept)-2.96    
failures-0.149   
schoolsupyes0.364   
famrel0.264   
absences0.0322  
G10.175   
G20.966   
(Intercept)-2.92    
failures-0.208   
schoolsupyes0.232   
famrel0.229   
absences0.0499  
G10.152   
G20.981   
(Intercept)-3.84    
failures-0.31    
schoolsupyes0.765   
famrel0.325   
absences0.0394  
G10.179   
G20.998   
(Intercept)-3.09    
failures-0.487   
schoolsupyes0.574   
famrel0.38    
absences0.0336  
G10.073   
G21.03    
(Intercept)-3.58    
failures0.138   
schoolsupyes-0.0125  
famrel0.371   
absences0.0224  
G10.15    
G20.997   
(Intercept)-5.43    
failures-0.287   
schoolsupyes0.601   
famrel0.553   
absences0.104   
G10.179   
G21.01    
(Intercept)-3.49    
failures-0.114   
schoolsupyes-0.12    
famrel0.508   
absences0.0333  
G10.112   
G20.99    
(Intercept)-3.12    
failures0.0113  
schoolsupyes0.632   
famrel0.314   
absences0.0167  
G10.207   
G20.933   
(Intercept)-2.99    
failures-0.201   
schoolsupyes0.652   
famrel0.281   
absences0.0364  
G10.158   
G20.978   
(Intercept)-4.46    
failures-0.27    
schoolsupyes0.623   
famrel0.527   
absences0.0661  
G10.149   
G20.998   
(Intercept)-3.29    
failures-0.0583  
schoolsupyes0.863   
famrel0.239   
absences0.0464  
G10.182   
G20.97    
(Intercept)-3.42    
failures-0.301   
schoolsupyes0.508   
famrel0.338   
absences0.0401  
G10.148   
G20.987   
(Intercept)-3.16    
failures-0.138   
schoolsupyes0.458   
famrel0.307   
absences0.0566  
G10.176   
G20.953   
(Intercept)-2.88    
failures-0.0807  
schoolsupyes0.775   
famrel0.247   
absences0.0397  
G10.122   
G21.01    
(Intercept)-3.84    
failures-0.226   
schoolsupyes0.205   
famrel0.356   
absences0.0515  
G10.186   
G20.978   
(Intercept)-2.45    
failures-0.0705  
schoolsupyes0.245   
famrel0.302   
absences0.0193  
G10.122   
G20.962   
(Intercept)-3.95    
failures-0.354   
schoolsupyes0.941   
famrel0.467   
absences0.0698  
G10.132   
G20.996   
(Intercept)-3.24    
failures-0.0578  
schoolsupyes0.359   
famrel0.324   
absences0.0165  
G10.164   
G20.986   
(Intercept)-2.69    
failures-0.0356  
schoolsupyes0.749   
famrel0.199   
absences0.0332  
G10.19    
G20.939   
(Intercept)-2.25    
failures-0.196   
schoolsupyes0.169   
famrel0.245   
absences0.0316  
G10.0788  
G21.02    
(Intercept)-3.53    
failures-0.502   
schoolsupyes0.568   
famrel0.45    
absences0.0316  
G10.177   
G20.945   
(Intercept)-3.97    
failures-0.478   
schoolsupyes0.27    
famrel0.503   
absences0.053   
G10.129   
G21.01    
(Intercept)-4.2     
failures0.0643  
schoolsupyes0.438   
famrel0.442   
absences0.0325  
G10.18    
G20.995   
(Intercept)-2.72    
failures-0.348   
schoolsupyes0.136   
famrel0.385   
absences0.0137  
G10.113   
G20.986   
(Intercept)-4       
failures-0.25    
schoolsupyes0.712   
famrel0.495   
absences0.0363  
G10.148   
G20.984   
(Intercept)-3.21    
failures-0.213   
schoolsupyes0.272   
famrel0.296   
absences0.0564  
G10.122   
G21       
(Intercept)-3.76    
failures-0.00505 
schoolsupyes0.807   
famrel0.299   
absences0.0481  
G10.233   
G20.935   
(Intercept)-3.41    
failures-0.177   
schoolsupyes0.22    
famrel0.505   
absences0.0299  
G10.12    
G20.979   
(Intercept)-3.33    
failures-0.326   
schoolsupyes1.14    
famrel0.298   
absences0.0432  
G10.138   
G20.997   
(Intercept)-2.34    
failures-0.397   
schoolsupyes-0.0142  
famrel0.285   
absences0.0341  
G10.117   
G20.971   
(Intercept)-4.28    
failures-0.3     
schoolsupyes1.08    
famrel0.339   
absences0.0547  
G10.206   
G20.988   
(Intercept)-3.47    
failures-0.249   
schoolsupyes0.628   
famrel0.303   
absences0.0672  
G10.161   
G20.978   
(Intercept)-2.83    
failures-0.306   
schoolsupyes0.499   
famrel0.35    
absences0.0415  
G10.133   
G20.966   
(Intercept)-2.95    
failures-0.213   
schoolsupyes0.615   
famrel0.263   
absences0.03    
G10.139   
G20.986   
(Intercept)-3.42    
failures-0.123   
schoolsupyes0.227   
famrel0.439   
absences0.0488  
G10.0794  
G21.03    
(Intercept)-3.84    
failures-0.182   
schoolsupyes0.506   
famrel0.284   
absences0.0498  
G10.141   
G21.04    
(Intercept)-4       
failures-0.209   
schoolsupyes-0.162   
famrel0.368   
absences0.0576  
G10.182   
G20.987   
(Intercept)-3.92    
failures0.133   
schoolsupyes0.692   
famrel0.417   
absences0.0374  
G10.152   
G21       
(Intercept)-2.73    
failures-0.265   
schoolsupyes0.332   
famrel0.299   
absences0.0145  
G10.138   
G20.984   
(Intercept)-2.29    
failures-0.366   
schoolsupyes-0.125   
famrel0.185   
absences0.0444  
G10.131   
G20.975   
(Intercept)-1.2     
failures-0.416   
schoolsupyes0.00755 
famrel0.165   
absences0.0157  
G10.0655  
G20.977   
(Intercept)-2.32    
failures-0.353   
schoolsupyes0.174   
famrel0.299   
absences0.0273  
G10.116   
G20.967   
(Intercept)-2.66    
failures-0.18    
schoolsupyes0.544   
famrel0.221   
absences0.0441  
G10.0828  
G21.04    
(Intercept)-1.92    
failures-0.0178  
schoolsupyes0.176   
famrel0.153   
absences0.0164  
G10.148   
G20.957   
(Intercept)-3.15    
failures0.23    
schoolsupyes0.659   
famrel0.282   
absences0.0336  
G10.176   
G20.956   
(Intercept)-3.51    
failures-0.314   
schoolsupyes0.198   
famrel0.314   
absences0.043   
G10.187   
G20.964   
(Intercept)-3.96    
failures-0.297   
schoolsupyes0.261   
famrel0.442   
absences0.0386  
G10.132   
G21.02    
(Intercept)-3.86    
failures-0.348   
schoolsupyes-0.0545  
famrel0.527   
absences0.0513  
G10.0925  
G21.03    
(Intercept)-2.65    
failures-0.323   
schoolsupyes0.353   
famrel0.307   
absences0.0328  
G10.0957  
G21       
(Intercept)-2.74    
failures-0.253   
schoolsupyes0.157   
famrel0.29    
absences0.0283  
G10.156   
G20.956   
(Intercept)-2.65    
failures-0.158   
schoolsupyes0.77    
famrel0.114   
absences0.0378  
G10.206   
G20.938   
(Intercept)-4.28    
failures-0.0593  
schoolsupyes0.775   
famrel0.428   
absences0.052   
G10.174   
G21.01    
(Intercept)-3.96    
failures-0.143   
schoolsupyes0.642   
famrel0.423   
absences0.0447  
G10.187   
G20.972   
(Intercept)-3.48    
failures-0.318   
schoolsupyes0.463   
famrel0.38    
absences0.0426  
G10.162   
G20.961   
(Intercept)-4.46    
failures-0.248   
schoolsupyes-0.0892  
famrel0.672   
absences0.0303  
G10.189   
G20.936   
(Intercept)-3.58    
failures-0.314   
schoolsupyes-0.669   
famrel0.569   
absences0.0515  
G10.0816  
G21.01    
(Intercept)-4.18    
failures-0.288   
schoolsupyes0.463   
famrel0.462   
absences0.0564  
G10.196   
G20.963   
(Intercept)-2.74    
failures-0.196   
schoolsupyes-0.0781  
famrel0.315   
absences0.0273  
G10.055   
G21.05    
(Intercept)-3.4     
failures-0.518   
schoolsupyes0.542   
famrel0.298   
absences0.0326  
G10.251   
G20.904   
(Intercept)-4.4     
failures-0.4     
schoolsupyes1.07    
famrel0.339   
absences0.0682  
G10.182   
G21.02    
(Intercept)-3.45    
failures-0.395   
schoolsupyes1.09    
famrel0.35    
absences0.0356  
G10.223   
G20.915   
(Intercept)-2.96    
failures-0.846   
schoolsupyes0.233   
famrel0.303   
absences0.056   
G10.128   
G20.98    
(Intercept)-3.28    
failures-0.362   
schoolsupyes0.791   
famrel0.34    
absences0.0502  
G10.127   
G21       
(Intercept)-2.95    
failures0.0463  
schoolsupyes0.892   
famrel0.18    
absences0.0324  
G10.182   
G20.966   
(Intercept)-2.47    
failures-0.298   
schoolsupyes0.132   
famrel0.115   
absences0.0419  
G10.193   
G20.95    
(Intercept)-3.12    
failures-0.549   
schoolsupyes0.472   
famrel0.278   
absences0.0488  
G10.243   
G20.892   
(Intercept)-2.82    
failures-0.116   
schoolsupyes0.108   
famrel0.174   
absences0.0526  
G10.174   
G20.969   
(Intercept)-2.57    
failures-0.502   
schoolsupyes0.555   
famrel0.0427  
absences0.0623  
G10.239   
G20.92    
(Intercept)-3.13    
failures-0.406   
schoolsupyes-0.0898  
famrel0.376   
absences0.0458  
G10.14    
G20.971   
(Intercept)-3.28    
failures-0.0656  
schoolsupyes0.627   
famrel0.306   
absences0.0305  
G10.187   
G20.948   
(Intercept)-3.51    
failures-0.25    
schoolsupyes0.41    
famrel0.344   
absences0.0383  
G10.185   
G20.956   
(Intercept)-2.96    
failures-0.322   
schoolsupyes0.648   
famrel0.319   
absences0.0304  
G10.0797  
G21.04    
(Intercept)-2.67    
failures-0.0349  
schoolsupyes0.608   
famrel0.24    
absences0.0239  
G10.183   
G20.929   
(Intercept)-3.06    
failures-0.306   
schoolsupyes0.127   
famrel0.3     
absences0.0336  
G10.0974  
G21.04    
(Intercept)-2.63    
failures-0.131   
schoolsupyes0.48    
famrel0.175   
absences0.0382  
G10.17    
G20.959   
(Intercept)-3.21    
failures-0.25    
schoolsupyes0.545   
famrel0.296   
absences0.0425  
G10.152   
G20.985   
(Intercept)-3.42    
failures-0.361   
schoolsupyes-0.122   
famrel0.494   
absences0.0466  
G10.134   
G20.964   
(Intercept)-3.3     
failures-0.499   
schoolsupyes0.657   
famrel0.201   
absences0.0383  
G10.197   
G20.972   
(Intercept)-2.68    
failures-0.155   
schoolsupyes-0.0977  
famrel0.345   
absences0.0418  
G10.0889  
G20.999   
(Intercept)-4       
failures-0.167   
schoolsupyes0.105   
famrel0.478   
absences0.0494  
G10.127   
G21.02    
(Intercept)-4.26    
failures-0.246   
schoolsupyes0.937   
famrel0.46    
absences0.0379  
G10.176   
G20.993   
(Intercept)-2.24    
failures-0.312   
schoolsupyes0.431   
famrel0.141   
absences0.0359  
G10.162   
G20.949   
(Intercept)-2.8     
failures-0.256   
schoolsupyes0.597   
famrel0.279   
absences0.0433  
G10.152   
G20.963   
(Intercept)-1.84    
failures-0.0911  
schoolsupyes0.0654  
famrel0.122   
absences0.0399  
G10.144   
G20.944   
(Intercept)-2.73    
failures-0.373   
schoolsupyes0.237   
famrel0.354   
absences0.0373  
G10.103   
G20.995   
(Intercept)-4.22    
failures-0.166   
schoolsupyes0.126   
famrel0.449   
absences0.0783  
G10.132   
G21.02    
(Intercept)-2.85    
failures-0.0146  
schoolsupyes0.375   
famrel0.258   
absences0.0297  
G10.145   
G20.987   
(Intercept)-4.59    
failures-0.293   
schoolsupyes0.503   
famrel0.542   
absences0.0426  
G10.193   
G20.978   
(Intercept)-3.06    
failures0.069   
schoolsupyes-0.00312 
famrel0.329   
absences0.0201  
G10.099   
G21.03    
(Intercept)-2.65    
failures-0.405   
schoolsupyes0.0442  
famrel0.359   
absences0.0448  
G10.0652  
G21.02    
(Intercept)-3.85    
failures-0.249   
schoolsupyes0.362   
famrel0.481   
absences0.0512  
G10.132   
G20.989   
(Intercept)-2.99    
failures-0.147   
schoolsupyes0.923   
famrel0.0752  
absences0.0615  
G10.191   
G20.986   
(Intercept)-4.08    
failures-0.332   
schoolsupyes0.428   
famrel0.575   
absences0.0615  
G10.127   
G20.985   
(Intercept)-3.29    
failures-0.234   
schoolsupyes0.462   
famrel0.174   
absences0.0563  
G10.191   
G20.981   
(Intercept)-2.2     
failures-0.503   
schoolsupyes0.553   
famrel0.298   
absences0.0216  
G10.0578  
G21.02    
(Intercept)-3.37    
failures-0.632   
schoolsupyes0.258   
famrel0.396   
absences0.0736  
G10.195   
G20.924   
(Intercept)-2.12    
failures-0.117   
schoolsupyes0.29    
famrel0.161   
absences0.025   
G10.167   
G20.937   
(Intercept)-2.95    
failures-0.244   
schoolsupyes0.231   
famrel0.262   
absences0.0736  
G10.155   
G20.958   
(Intercept)-3.85    
failures-0.182   
schoolsupyes0.233   
famrel0.457   
absences0.0434  
G10.114   
G21.03    
(Intercept)-3.04    
failures-0.4     
schoolsupyes0.493   
famrel0.207   
absences0.0448  
G10.226   
G20.922   
(Intercept)-4.18    
failures-0.37    
schoolsupyes0.817   
famrel0.373   
absences0.0497  
G10.202   
G20.98    
(Intercept)-3.01    
failures-0.159   
schoolsupyes0.0454  
famrel0.403   
absences0.0177  
G10.186   
G20.921   
(Intercept)-3.81    
failures-0.561   
schoolsupyes0.669   
famrel0.429   
absences0.0593  
G10.131   
G21.01    
(Intercept)-3.05    
failures0.145   
schoolsupyes0.766   
famrel0.199   
absences0.0262  
G10.197   
G20.949   
(Intercept)-2.55    
failures-0.393   
schoolsupyes0.231   
famrel0.196   
absences0.0415  
G10.128   
G20.986   
(Intercept)-2.99    
failures-0.359   
schoolsupyes0.664   
famrel0.163   
absences0.0455  
G10.188   
G20.972   
(Intercept)-3.79    
failures-0.211   
schoolsupyes0.699   
famrel0.379   
absences0.0466  
G10.219   
G20.932   
(Intercept)-3.36    
failures-0.29    
schoolsupyes0.642   
famrel0.301   
absences0.0682  
G10.196   
G20.945   
(Intercept)-3.1     
failures-0.253   
schoolsupyes0.158   
famrel0.378   
absences0.0316  
G10.125   
G20.982   
(Intercept)-3       
failures-0.149   
schoolsupyes0.46    
famrel0.346   
absences0.0415  
G10.138   
G20.967   
(Intercept)-3.12    
failures-0.356   
schoolsupyes-0.469   
famrel0.477   
absences0.043   
G10.125   
G20.958   
(Intercept)-2.8     
failures-0.494   
schoolsupyes0.312   
famrel0.274   
absences0.049   
G10.134   
G20.979   
(Intercept)-3.67    
failures-0.227   
schoolsupyes0.0534  
famrel0.325   
absences0.0683  
G10.257   
G20.894   
(Intercept)-3.21    
failures-0.338   
schoolsupyes0.581   
famrel0.262   
absences0.0332  
G10.144   
G21.02    
(Intercept)-2.69    
failures-0.182   
schoolsupyes0.324   
famrel0.141   
absences0.0375  
G10.137   
G21.01    
(Intercept)-3.14    
failures-0.108   
schoolsupyes0.0451  
famrel0.257   
absences0.0396  
G10.158   
G20.985   
(Intercept)-3.57    
failures-0.374   
schoolsupyes-0.113   
famrel0.402   
absences0.036   
G10.199   
G20.944   
(Intercept)-2.14    
failures-0.426   
schoolsupyes0.418   
famrel0.292   
absences0.0282  
G10.0529  
G21.02    
(Intercept)-4.22    
failures-0.165   
schoolsupyes-0.165   
famrel0.559   
absences0.0616  
G10.164   
G20.963   
(Intercept)-1.97    
failures-0.373   
schoolsupyes0.0272  
famrel0.239   
absences0.0499  
G10.103   
G20.961   
(Intercept)-4.64    
failures-0.0634  
schoolsupyes-0.119   
famrel0.576   
absences0.0438  
G10.13    
G21.03    
(Intercept)-4.49    
failures-0.167   
schoolsupyes0.518   
famrel0.618   
absences0.0551  
G10.167   
G20.969   
(Intercept)-2.77    
failures-0.132   
schoolsupyes0.318   
famrel0.365   
absences0.0199  
G10.116   
G20.98    
(Intercept)-3.09    
failures-0.33    
schoolsupyes0.141   
famrel0.419   
absences0.0427  
G10.0689  
G21.03    
(Intercept)-2.69    
failures-0.354   
schoolsupyes0.596   
famrel0.23    
absences0.033   
G10.105   
G21.01    
(Intercept)-3.37    
failures-0.465   
schoolsupyes0.648   
famrel0.293   
absences0.0481  
G10.141   
G21.01    
(Intercept)-2.49    
failures-0.364   
schoolsupyes0.0314  
famrel0.385   
absences0.0245  
G10.0955  
G20.972   
(Intercept)-5.4     
failures0.0151  
schoolsupyes0.546   
famrel0.473   
absences0.0491  
G10.265   
G20.968   
(Intercept)-3.46    
failures-0.245   
schoolsupyes1.1     
famrel0.261   
absences0.0241  
G10.151   
G21.02    
(Intercept)-2.93    
failures-0.344   
schoolsupyes0.407   
famrel0.253   
absences0.0462  
G10.131   
G20.996   
(Intercept)-2.66    
failures-0.00531 
schoolsupyes0.608   
famrel0.155   
absences0.0218  
G10.183   
G20.955   
(Intercept)-2.94    
failures-0.432   
schoolsupyes0.15    
famrel0.337   
absences0.0277  
G10.125   
G21       
(Intercept)-3.72    
failures-0.244   
schoolsupyes0.387   
famrel0.475   
absences0.0545  
G10.11    
G21.01    
(Intercept)-2.97    
failures-0.154   
schoolsupyes0.688   
famrel0.235   
absences0.0302  
G10.151   
G20.994   
(Intercept)-3.69    
failures0.0444  
schoolsupyes0.823   
famrel0.197   
absences0.0713  
G10.199   
G20.987   
(Intercept)-3.02    
failures-0.453   
schoolsupyes0.691   
famrel0.346   
absences0.0309  
G10.123   
G20.993   
(Intercept)-2.23    
failures-0.162   
schoolsupyes0.257   
famrel0.192   
absences0.0273  
G10.092   
G20.999   
(Intercept)-3.83    
failures-0.175   
schoolsupyes0.232   
famrel0.428   
absences0.0281  
G10.209   
G20.942   
(Intercept)-2.94    
failures-0.165   
schoolsupyes0.0409  
famrel0.309   
absences0.0384  
G10.123   
G20.992   
(Intercept)-3.61    
failures-0.103   
schoolsupyes0.66    
famrel0.27    
absences0.0606  
G10.169   
G21       
(Intercept)-2.55    
failures-0.256   
schoolsupyes0.596   
famrel0.228   
absences0.0447  
G10.0865  
G21.02    
(Intercept)-2.77    
failures-0.174   
schoolsupyes0.17    
famrel0.386   
absences0.0321  
G10.0812  
G21.01    
(Intercept)-2.81    
failures-0.27    
schoolsupyes1.06    
famrel0.19    
absences0.0295  
G10.175   
G20.967   
(Intercept)-3.19    
failures-0.236   
schoolsupyes0.232   
famrel0.452   
absences0.0295  
G10.0992  
G20.996   
(Intercept)-3.62    
failures-0.242   
schoolsupyes0.408   
famrel0.413   
absences0.0414  
G10.167   
G20.965   
(Intercept)-3.63    
failures-0.268   
schoolsupyes0.431   
famrel0.426   
absences0.0283  
G10.155   
G20.974   
(Intercept)-2.65    
failures-0.532   
schoolsupyes0.433   
famrel0.283   
absences0.0651  
G10.123   
G20.983   
(Intercept)-2.18    
failures-0.269   
schoolsupyes0.696   
famrel0.104   
absences0.0319  
G10.142   
G20.975   
(Intercept)-4.52    
failures-0.117   
schoolsupyes0.729   
famrel0.455   
absences0.0555  
G10.189   
G20.999   
(Intercept)-3.25    
failures-0.428   
schoolsupyes0.676   
famrel0.411   
absences0.0496  
G10.131   
G20.977   
(Intercept)-4.06    
failures-0.354   
schoolsupyes0.677   
famrel0.479   
absences0.0482  
G10.132   
G21       
(Intercept)-3.9     
failures-0.125   
schoolsupyes0.512   
famrel0.445   
absences0.0453  
G10.111   
G21.03    
(Intercept)-3.52    
failures-0.0962  
schoolsupyes0.774   
famrel0.349   
absences0.0429  
G10.166   
G20.97    
(Intercept)-4.37    
failures-0.315   
schoolsupyes0.542   
famrel0.505   
absences0.038   
G10.138   
G21.03    
(Intercept)-3.54    
failures-0.42    
schoolsupyes0.563   
famrel0.404   
absences0.0349  
G10.172   
G20.954   
(Intercept)-2.98    
failures-0.302   
schoolsupyes0.229   
famrel0.405   
absences0.0316  
G10.0796  
G21.01    
(Intercept)-3.99    
failures-0.119   
schoolsupyes0.576   
famrel0.442   
absences0.0417  
G10.158   
G20.988   
(Intercept)-3.63    
failures-0.572   
schoolsupyes0.606   
famrel0.294   
absences0.0495  
G10.226   
G20.947   
(Intercept)-2.81    
failures-0.301   
schoolsupyes0.492   
famrel0.331   
absences0.035   
G10.181   
G20.929   
(Intercept)-2.74    
failures-0.734   
schoolsupyes0.806   
famrel0.22    
absences0.0609  
G10.119   
G21       
(Intercept)-4.32    
failures-0.163   
schoolsupyes-0.286   
famrel0.537   
absences0.0512  
G10.144   
G21.01    
(Intercept)-3.58    
failures-0.53    
schoolsupyes0.447   
famrel0.381   
absences0.0611  
G10.204   
G20.929   
(Intercept)-3.77    
failures-0.187   
schoolsupyes0.745   
famrel0.346   
absences0.0396  
G10.155   
G21       
(Intercept)-3.69    
failures-0.457   
schoolsupyes0.556   
famrel0.458   
absences0.0503  
G10.151   
G20.97    
(Intercept)-2.98    
failures-0.222   
schoolsupyes0.583   
famrel0.354   
absences0.0333  
G10.135   
G20.974   
(Intercept)-3.2     
failures-0.499   
schoolsupyes0.506   
famrel0.355   
absences0.0523  
G10.14    
G20.965   
(Intercept)-3.43    
failures-0.199   
schoolsupyes0.668   
famrel0.237   
absences0.0302  
G10.197   
G20.974   
(Intercept)-4.25    
failures-0.299   
schoolsupyes0.628   
famrel0.461   
absences0.0504  
G10.163   
G21.01    
(Intercept)-2.4     
failures0.129   
schoolsupyes0.679   
famrel0.0991  
absences0.0316  
G10.162   
G20.98    
(Intercept)-4.12    
failures-0.139   
schoolsupyes0.81    
famrel0.56    
absences0.0224  
G10.145   
G20.981   
(Intercept)-3.15    
failures-0.049   
schoolsupyes0.306   
famrel0.336   
absences0.026   
G10.182   
G20.944   
(Intercept)-3.77    
failures-0.205   
schoolsupyes0.204   
famrel0.428   
absences0.0316  
G10.208   
G20.943   
(Intercept)-2.82    
failures-0.415   
schoolsupyes0.545   
famrel0.227   
absences0.0388  
G10.177   
G20.951   
(Intercept)-4       
failures-0.0703  
schoolsupyes0.705   
famrel0.367   
absences0.0697  
G10.179   
G20.981   
(Intercept)-3.12    
failures-0.156   
schoolsupyes0.125   
famrel0.378   
absences0.0378  
G10.154   
G20.949   
(Intercept)-3.86    
failures-0.29    
schoolsupyes0.743   
famrel0.282   
absences0.0463  
G10.239   
G20.954   
(Intercept)-2.8     
failures-0.246   
schoolsupyes0.631   
famrel0.271   
absences0.0138  
G10.161   
G20.97    
(Intercept)-3.82    
failures-0.315   
schoolsupyes0.868   
famrel0.414   
absences0.0453  
G10.189   
G20.958   
(Intercept)-3.58    
failures-0.332   
schoolsupyes0.187   
famrel0.365   
absences0.0405  
G10.171   
G20.979   
(Intercept)-3.79    
failures-0.13    
schoolsupyes0.352   
famrel0.417   
absences0.0646  
G10.18    
G20.954   
(Intercept)-4.77    
failures-0.159   
schoolsupyes0.648   
famrel0.634   
absences0.0326  
G10.2     
G20.955   
(Intercept)-3.52    
failures0.0944  
schoolsupyes0.747   
famrel0.297   
absences0.0356  
G10.206   
G20.952   
(Intercept)-3.01    
failures-0.0201  
schoolsupyes0.662   
famrel0.294   
absences0.0386  
G10.179   
G20.95    
(Intercept)-2.64    
failures-0.189   
schoolsupyes0.641   
famrel0.23    
absences0.0289  
G10.131   
G20.994   
(Intercept)-4.08    
failures-0.101   
schoolsupyes0.0383  
famrel0.481   
absences0.0662  
G10.171   
G20.975   
(Intercept)-3.86    
failures-0.184   
schoolsupyes0.659   
famrel0.354   
absences0.0515  
G10.223   
G20.953   
(Intercept)-2.29    
failures-0.286   
schoolsupyes0.468   
famrel0.261   
absences0.0388  
G10.134   
G20.953   
(Intercept)-2.45    
failures-0.402   
schoolsupyes0.564   
famrel0.315   
absences0.0314  
G10.0857  
G21       
(Intercept)-3.24    
failures-0.463   
schoolsupyes0.759   
famrel0.444   
absences0.0541  
G10.101   
G20.993   
(Intercept)-2.62    
failures-0.271   
schoolsupyes0.518   
famrel0.251   
absences0.0433  
G10.14    
G20.963   
(Intercept)-2.99    
failures-0.00458 
schoolsupyes0.694   
famrel0.258   
absences0.0396  
G10.146   
G20.986   
(Intercept)-2.47    
failures0.0357  
schoolsupyes-0.0708  
famrel0.285   
absences0.0365  
G10.13    
G20.963   
(Intercept)-3.54    
failures-0.284   
schoolsupyes0.421   
famrel0.334   
absences0.0462  
G10.167   
G20.987   
(Intercept)-3.63    
failures-0.221   
schoolsupyes0.971   
famrel0.28    
absences0.0391  
G10.175   
G20.994   
(Intercept)-4.36    
failures0.122   
schoolsupyes0.374   
famrel0.35    
absences0.0409  
G10.247   
G20.96    
(Intercept)-3.16    
failures-0.546   
schoolsupyes0.653   
famrel0.312   
absences0.0539  
G10.0719  
G21.06    
(Intercept)-2.67    
failures-0.22    
schoolsupyes0.661   
famrel0.251   
absences0.0371  
G10.098   
G21.01    
(Intercept)-3.03    
failures-0.195   
schoolsupyes0.606   
famrel0.382   
absences0.0289  
G10.102   
G21.01    
(Intercept)-2.86    
failures-0.166   
schoolsupyes0.27    
famrel0.172   
absences0.0372  
G10.248   
G20.901   
(Intercept)-2.44    
failures-0.267   
schoolsupyes0.484   
famrel0.15    
absences0.0274  
G10.153   
G20.981   
(Intercept)-3.08    
failures-0.674   
schoolsupyes0.849   
famrel0.309   
absences0.077   
G10.0809  
G21.03    
(Intercept)-3.75    
failures-0.059   
schoolsupyes0.0413  
famrel0.415   
absences0.0441  
G10.189   
G20.951   
(Intercept)-4.33    
failures-0.241   
schoolsupyes0.799   
famrel0.455   
absences0.048   
G10.139   
G21.03    
(Intercept)-2.39    
failures-0.107   
schoolsupyes0.34    
famrel0.17    
absences0.0282  
G10.136   
G20.991   
(Intercept)-4.62    
failures0.165   
schoolsupyes0.61    
famrel0.521   
absences0.0657  
G10.179   
G20.973   
(Intercept)-3.46    
failures-0.182   
schoolsupyes0.448   
famrel0.389   
absences0.0365  
G10.189   
G20.94    
(Intercept)-2.74    
failures-0.368   
schoolsupyes0.417   
famrel0.23    
absences0.0297  
G10.166   
G20.972   
(Intercept)-2.22    
failures-0.293   
schoolsupyes0.49    
famrel0.26    
absences0.0243  
G10.164   
G20.921   
(Intercept)-3.03    
failures-0.303   
schoolsupyes0.124   
famrel0.374   
absences0.0449  
G10.125   
G20.975   
(Intercept)-4.03    
failures-0.27    
schoolsupyes0.294   
famrel0.412   
absences0.0612  
G10.188   
G20.98    
(Intercept)-3.66    
failures0.0446  
schoolsupyes0.118   
famrel0.335   
absences0.0436  
G10.173   
G20.984   
(Intercept)-3.91    
failures-0.141   
schoolsupyes0.472   
famrel0.349   
absences0.0691  
G10.14    
G21.02    
(Intercept)-1.83    
failures-0.293   
schoolsupyes0.807   
famrel0.108   
absences0.0362  
G10.162   
G20.93    
(Intercept)-1.7     
failures-0.112   
schoolsupyes0.316   
famrel0.148   
absences0.0174  
G10.0824  
G21.01    
(Intercept)-4.31    
failures-0.304   
schoolsupyes0.678   
famrel0.456   
absences0.0417  
G10.196   
G20.978   
(Intercept)-4.06    
failures-0.0244  
schoolsupyes0.857   
famrel0.321   
absences0.0429  
G10.227   
G20.968   
(Intercept)-3.46    
failures-0.245   
schoolsupyes0.149   
famrel0.487   
absences0.0567  
G10.0893  
G21       
(Intercept)-3.14    
failures-0.284   
schoolsupyes0.233   
famrel0.343   
absences0.0378  
G10.159   
G20.967   
(Intercept)-3.03    
failures-0.141   
schoolsupyes0.488   
famrel0.246   
absences0.0463  
G10.1     
G21.03    
(Intercept)-3.85    
failures0.184   
schoolsupyes-0.0302  
famrel0.414   
absences0.0418  
G10.185   
G20.966   
(Intercept)-3.08    
failures-0.109   
schoolsupyes0.553   
famrel0.245   
absences0.0721  
G10.2     
G20.931   
(Intercept)-1.88    
failures-0.414   
schoolsupyes0.512   
famrel0.213   
absences0.0312  
G10.108   
G20.967   
(Intercept)-3.21    
failures-0.228   
schoolsupyes0.0501  
famrel0.318   
absences0.0472  
G10.169   
G20.961   
(Intercept)-3.02    
failures-0.537   
schoolsupyes0.215   
famrel0.286   
absences0.0397  
G10.137   
G21.01    
(Intercept)-3.25    
failures-0.0924  
schoolsupyes0.375   
famrel0.354   
absences0.0385  
G10.177   
G20.951   
(Intercept)-3.45    
failures-0.103   
schoolsupyes0.463   
famrel0.417   
absences0.0434  
G10.146   
G20.973   
(Intercept)-3.22    
failures-0.109   
schoolsupyes0.646   
famrel0.341   
absences0.0291  
G10.135   
G20.99    
(Intercept)-2.82    
failures-0.208   
schoolsupyes0.266   
famrel0.352   
absences0.0273  
G10.121   
G20.98    
(Intercept)-2.54    
failures-0.0365  
schoolsupyes0.461   
famrel0.232   
absences0.0265  
G10.0843  
G21.03    
(Intercept)-3.36    
failures-0.162   
schoolsupyes0.399   
famrel0.328   
absences0.0428  
G10.176   
G20.955   
(Intercept)-2.55    
failures-0.144   
schoolsupyes0.663   
famrel0.139   
absences0.0272  
G10.2     
G20.938   
(Intercept)-3.04    
failures-0.217   
schoolsupyes0.698   
famrel0.234   
absences0.0462  
G10.12    
G21.02    
(Intercept)-4.44    
failures0.0433  
schoolsupyes0.571   
famrel0.448   
absences0.0294  
G10.161   
G21.03    
(Intercept)-4.09    
failures-0.56    
schoolsupyes0.984   
famrel0.422   
absences0.0976  
G10.148   
G20.984   
(Intercept)-4.27    
failures-0.276   
schoolsupyes0.773   
famrel0.417   
absences0.0371  
G10.234   
G20.951   
(Intercept)-3.65    
failures-0.279   
schoolsupyes0.639   
famrel0.3     
absences0.0312  
G10.212   
G20.974   
(Intercept)-2.72    
failures-0.139   
schoolsupyes-0.119   
famrel0.355   
absences0.0319  
G10.109   
G20.985   
(Intercept)-3.19    
failures-0.0212  
schoolsupyes0.157   
famrel0.344   
absences0.0426  
G10.151   
G20.971   
(Intercept)-2.51    
failures-0.469   
schoolsupyes0.149   
famrel0.357   
absences0.0331  
G10.0895  
G20.981   
(Intercept)-2.89    
failures-0.309   
schoolsupyes0.103   
famrel0.247   
absences0.0417  
G10.0561  
G21.07    
(Intercept)-3.61    
failures-0.394   
schoolsupyes0.0654  
famrel0.417   
absences0.0612  
G10.205   
G20.92    
(Intercept)-2.16    
failures-0.184   
schoolsupyes0.323   
famrel0.185   
absences0.0155  
G10.089   
G21.02    
(Intercept)-3.12    
failures-0.479   
schoolsupyes0.247   
famrel0.353   
absences0.0549  
G10.0726  
G21.03    
(Intercept)-3.51    
failures-0.357   
schoolsupyes0.654   
famrel0.472   
absences0.0385  
G10.0847  
G21.02    
(Intercept)-2.23    
failures-0.445   
schoolsupyes0.774   
famrel0.147   
absences0.0476  
G10.133   
G20.979   
(Intercept)-3.53    
failures-0.191   
schoolsupyes0.602   
famrel0.303   
absences0.0369  
G10.218   
G20.943   
(Intercept)-3.75    
failures-0.18    
schoolsupyes0.743   
famrel0.347   
absences0.0598  
G10.212   
G20.938   
(Intercept)-4.22    
failures-0.363   
schoolsupyes0.35    
famrel0.471   
absences0.035   
G10.199   
G20.959   
(Intercept)-2.89    
failures-0.49    
schoolsupyes0.178   
famrel0.271   
absences0.0418  
G10.112   
G21.02    
(Intercept)-4.32    
failures-0.189   
schoolsupyes0.374   
famrel0.395   
absences0.0495  
G10.235   
G20.943   
(Intercept)-2.77    
failures-0.267   
schoolsupyes0.559   
famrel0.175   
absences0.0435  
G10.145   
G20.984   
(Intercept)-2.4     
failures-0.28    
schoolsupyes0.596   
famrel0.0742  
absences0.0368  
G10.156   
G20.986   
(Intercept)-3.57    
failures-0.0197  
schoolsupyes0.0666  
famrel0.511   
absences0.0302  
G10.124   
G20.979   
(Intercept)-3.69    
failures-0.243   
schoolsupyes0.243   
famrel0.482   
absences0.0293  
G10.155   
G20.974   
(Intercept)-2.87    
failures-0.448   
schoolsupyes0.53    
famrel0.284   
absences0.0626  
G10.0979  
G21.01    
(Intercept)-3.11    
failures-0.388   
schoolsupyes0.559   
famrel0.266   
absences0.0545  
G10.137   
G20.999   
(Intercept)-3.56    
failures-0.129   
schoolsupyes0.0394  
famrel0.433   
absences0.0393  
G10.167   
G20.957   
(Intercept)-3       
failures-0.201   
schoolsupyes0.492   
famrel0.299   
absences0.0504  
G10.113   
G21       
(Intercept)-3.72    
failures-0.254   
schoolsupyes0.492   
famrel0.363   
absences0.0547  
G10.174   
G20.982   
(Intercept)-3.05    
failures-0.349   
schoolsupyes0.814   
famrel0.15    
absences0.0476  
G10.231   
G20.94    
(Intercept)-2.26    
failures-0.286   
schoolsupyes0.148   
famrel0.2     
absences0.0352  
G10.122   
G20.974   
(Intercept)-4.22    
failures-0.336   
schoolsupyes0.822   
famrel0.42    
absences0.0437  
G10.215   
G20.958   
(Intercept)-4.55    
failures-0.213   
schoolsupyes0.668   
famrel0.494   
absences0.0497  
G10.173   
G20.999   
(Intercept)-3.39    
failures0.0367  
schoolsupyes0.103   
famrel0.353   
absences0.0374  
G10.191   
G20.94    
(Intercept)-2.55    
failures-0.144   
schoolsupyes0.327   
famrel0.396   
absences0.0233  
G10.039   
G21.04    
(Intercept)-4.23    
failures-0.174   
schoolsupyes0.065   
famrel0.455   
absences0.0782  
G10.125   
G21.04    
(Intercept)-3.84    
failures0.154   
schoolsupyes0.38    
famrel0.424   
absences0.0223  
G10.11    
G21.04    
(Intercept)-3.91    
failures-0.444   
schoolsupyes0.746   
famrel0.391   
absences0.0713  
G10.193   
G20.957   
(Intercept)-3.83    
failures0.117   
schoolsupyes0.279   
famrel0.274   
absences0.0396  
G10.241   
G20.949   
(Intercept)-3.18    
failures-0.438   
schoolsupyes0.197   
famrel0.404   
absences0.0414  
G10.116   
G20.983   
(Intercept)-2.81    
failures-0.531   
schoolsupyes0.303   
famrel0.357   
absences0.0364  
G10.096   
G21.01    
(Intercept)-3.71    
failures-0.354   
schoolsupyes0.798   
famrel0.352   
absences0.0513  
G10.137   
G21.01    
(Intercept)-3.88    
failures-0.265   
schoolsupyes0.712   
famrel0.417   
absences0.0533  
G10.166   
G20.979   
(Intercept)-3.61    
failures-0.195   
schoolsupyes0.331   
famrel0.373   
absences0.0407  
G10.182   
G20.961   
(Intercept)-2.68    
failures-0.505   
schoolsupyes0.655   
famrel0.173   
absences0.0585  
G10.121   
G21.01    
(Intercept)-2.83    
failures-0.439   
schoolsupyes0.652   
famrel0.194   
absences0.0531  
G10.144   
G20.994   
(Intercept)-2.59    
failures-0.513   
schoolsupyes0.289   
famrel0.218   
absences0.0539  
G10.162   
G20.954   
(Intercept)-3.16    
failures-0.276   
schoolsupyes0.146   
famrel0.417   
absences0.0434  
G10.101   
G21       
(Intercept)-2.95    
failures-0.0684  
schoolsupyes0.76    
famrel0.194   
absences0.0469  
G10.135   
G21       
(Intercept)-2.59    
failures-0.366   
schoolsupyes0.25    
famrel0.165   
absences0.0344  
G10.207   
G20.934   
(Intercept)-2.9     
failures-0.182   
schoolsupyes0.612   
famrel0.223   
absences0.0461  
G10.19    
G20.942   
(Intercept)-2.87    
failures-0.573   
schoolsupyes0.076   
famrel0.436   
absences0.0599  
G10.143   
G20.925   
(Intercept)-3.03    
failures-0.242   
schoolsupyes0.595   
famrel0.187   
absences0.0555  
G10.23    
G20.921   
(Intercept)-3.38    
failures-0.134   
schoolsupyes0.535   
famrel0.307   
absences0.059   
G10.13    
G21.01    
(Intercept)-3.04    
failures0.0207  
schoolsupyes0.812   
famrel0.277   
absences0.0481  
G10.143   
G20.981   
(Intercept)-5.16    
failures0.084   
schoolsupyes0.315   
famrel0.57    
absences0.057   
G10.159   
G21.03    
(Intercept)-4.02    
failures-0.247   
schoolsupyes0.285   
famrel0.348   
absences0.0326  
G10.214   
G20.974   
(Intercept)-3.74    
failures0.0171  
schoolsupyes0.319   
famrel0.471   
absences0.0466  
G10.178   
G20.94    
(Intercept)-2.59    
failures-0.293   
schoolsupyes0.496   
famrel0.195   
absences0.044   
G10.15    
G20.971   
(Intercept)-3.61    
failures-0.182   
schoolsupyes0.338   
famrel0.426   
absences0.0369  
G10.197   
G20.933   
(Intercept)-3.65    
failures-0.247   
schoolsupyes0.624   
famrel0.299   
absences0.0433  
G10.169   
G20.995   
(Intercept)-2.49    
failures-0.648   
schoolsupyes0.67    
famrel0.302   
absences0.0184  
G10.0984  
G20.997   
(Intercept)-2.64    
failures-0.652   
schoolsupyes0.0541  
famrel0.323   
absences0.0391  
G10.158   
G20.938   
(Intercept)-3.67    
failures-0.511   
schoolsupyes0.929   
famrel0.318   
absences0.0691  
G10.148   
G21.01    
(Intercept)-2.92    
failures-0.0365  
schoolsupyes0.839   
famrel0.151   
absences0.0414  
G10.171   
G20.987   
(Intercept)-5.01    
failures-0.175   
schoolsupyes0.548   
famrel0.716   
absences0.0501  
G10.221   
G20.915   
(Intercept)-3.32    
failures-0.195   
schoolsupyes0.597   
famrel0.229   
absences0.0433  
G10.191   
G20.969   
(Intercept)-3.17    
failures-0.342   
schoolsupyes0.0753  
famrel0.309   
absences0.0325  
G10.164   
G20.972   
(Intercept)-3.55    
failures-0.187   
schoolsupyes0.85    
famrel0.299   
absences0.0355  
G10.133   
G21.02    
(Intercept)-3.12    
failures-0.217   
schoolsupyes0.813   
famrel0.237   
absences0.0359  
G10.156   
G20.992   
(Intercept)-2.87    
failures-0.134   
schoolsupyes0.0545  
famrel0.342   
absences0.0302  
G10.145   
G20.963   
(Intercept)-3.01    
failures-0.545   
schoolsupyes0.509   
famrel0.362   
absences0.0362  
G10.119   
G20.986   
(Intercept)-2.24    
failures-0.167   
schoolsupyes0.714   
famrel0.0795  
absences0.0323  
G10.147   
G20.98    
(Intercept)-3.13    
failures-0.459   
schoolsupyes0.358   
famrel0.228   
absences0.071   
G10.211   
G20.928   
(Intercept)-4.09    
failures-0.0443  
schoolsupyes0.477   
famrel0.372   
absences0.0424  
G10.216   
G20.96    
(Intercept)-4.16    
failures-0.0471  
schoolsupyes0.475   
famrel0.414   
absences0.0347  
G10.201   
G20.971   
(Intercept)-3.11    
failures-0.277   
schoolsupyes0.22    
famrel0.361   
absences0.0446  
G10.132   
G20.98    
(Intercept)-2.5     
failures-0.162   
schoolsupyes0.406   
famrel0.186   
absences0.0279  
G10.159   
G20.964   
(Intercept)-2.39    
failures-0.381   
schoolsupyes0.49    
famrel0.344   
absences0.02    
G10.0629  
G21.01    
(Intercept)-2.96    
failures-0.33    
schoolsupyes0.374   
famrel0.303   
absences0.053   
G10.133   
G20.978   
(Intercept)-2.96    
failures-0.354   
schoolsupyes0.265   
famrel0.299   
absences0.0395  
G10.173   
G20.949   
(Intercept)-3.7     
failures0.0151  
schoolsupyes0.693   
famrel0.296   
absences0.0409  
G10.181   
G20.984   
(Intercept)-3.8     
failures0.0966  
schoolsupyes0.736   
famrel0.284   
absences0.0424  
G10.123   
G21.06    
(Intercept)-3.4     
failures-0.234   
schoolsupyes0.277   
famrel0.423   
absences0.0399  
G10.139   
G20.979   
(Intercept)-3.17    
failures-0.547   
schoolsupyes0.655   
famrel0.378   
absences0.0394  
G10.151   
G20.966   
(Intercept)-3.01    
failures-0.245   
schoolsupyes0.679   
famrel0.152   
absences0.0487  
G10.246   
G20.92    
(Intercept)-4.35    
failures-0.194   
schoolsupyes0.315   
famrel0.498   
absences0.0713  
G10.111   
G21.05    
(Intercept)-2.39    
failures-0.391   
schoolsupyes0.277   
famrel0.28    
absences0.0354  
G10.107   
G20.979   
(Intercept)-3.55    
failures-0.145   
schoolsupyes0.549   
famrel0.315   
absences0.0458  
G10.181   
G20.979   
(Intercept)-3.07    
failures-0.496   
schoolsupyes0.489   
famrel0.32    
absences0.0635  
G10.141   
G20.979   
(Intercept)-3.22    
failures-0.128   
schoolsupyes0.504   
famrel0.302   
absences0.0439  
G10.153   
G20.976   
(Intercept)-3.25    
failures-0.0973  
schoolsupyes0.263   
famrel0.375   
absences0.0313  
G10.105   
G21.02    
(Intercept)-3.6     
failures-0.241   
schoolsupyes0.432   
famrel0.453   
absences0.0199  
G10.148   
G20.983   
(Intercept)-3.03    
failures-0.0701  
schoolsupyes0.457   
famrel0.297   
absences0.0356  
G10.0995  
G21.03    
(Intercept)-3.27    
failures-0.305   
schoolsupyes0.27    
famrel0.319   
absences0.0504  
G10.149   
G20.988   
(Intercept)-2.78    
failures-0.0434  
schoolsupyes0.7     
famrel0.227   
absences0.0259  
G10.137   
G20.993   
(Intercept)-3.47    
failures-0.176   
schoolsupyes0.159   
famrel0.266   
absences0.0629  
G10.254   
G20.908   
(Intercept)-2.62    
failures-0.504   
schoolsupyes0.667   
famrel0.205   
absences0.0345  
G10.178   
G20.944   
(Intercept)-3.06    
failures0.052   
schoolsupyes0.458   
famrel0.292   
absences0.0248  
G10.154   
G20.979   
(Intercept)-2.99    
failures-0.147   
schoolsupyes0.738   
famrel0.326   
absences0.0363  
G10.118   
G20.992   
(Intercept)-2.05    
failures-0.265   
schoolsupyes0.347   
famrel0.165   
absences0.034   
G10.124   
G20.973   
(Intercept)-4.36    
failures-0.0839  
schoolsupyes0.346   
famrel0.465   
absences0.0562  
G10.201   
G20.968   
(Intercept)-3.66    
failures0.0919  
schoolsupyes0.547   
famrel0.295   
absences0.0385  
G10.195   
G20.972   
(Intercept)-3.13    
failures-0.557   
schoolsupyes0.67    
famrel0.315   
absences0.0238  
G10.104   
G21.03    
(Intercept)-3.83    
failures-0.164   
schoolsupyes0.0591  
famrel0.332   
absences0.0586  
G10.217   
G20.949   
(Intercept)-3.55    
failures0.0703  
schoolsupyes1.16    
famrel0.245   
absences0.0767  
G10.202   
G20.952   
(Intercept)-4.4     
failures0.0897  
schoolsupyes0.0436  
famrel0.414   
absences0.0497  
G10.216   
G20.977   
(Intercept)-2.41    
failures-0.316   
schoolsupyes0.307   
famrel0.234   
absences0.0153  
G10.155   
G20.957   
(Intercept)-4.18    
failures-0.314   
schoolsupyes0.576   
famrel0.378   
absences0.0369  
G10.255   
G20.931   
(Intercept)-3.1     
failures-0.144   
schoolsupyes0.701   
famrel0.249   
absences0.0288  
G10.159   
G20.983   
(Intercept)-3.12    
failures-0.337   
schoolsupyes0.426   
famrel0.334   
absences0.0395  
G10.208   
G20.921   
(Intercept)-3.78    
failures0.00189 
schoolsupyes0.114   
famrel0.425   
absences0.0454  
G10.162   
G20.984   
(Intercept)-1.97    
failures0.08    
schoolsupyes0.326   
famrel0.197   
absences0.0166  
G10.102   
G20.984   
(Intercept)-1.94    
failures-0.539   
schoolsupyes0.456   
famrel0.15    
absences0.0527  
G10.0856  
G20.996   
(Intercept)-3.88    
failures0.0574  
schoolsupyes0.598   
famrel0.326   
absences0.0562  
G10.227   
G20.939   
(Intercept)-3.07    
failures-0.399   
schoolsupyes0.512   
famrel0.34    
absences0.0416  
G10.0876  
G21.02    
(Intercept)-3.47    
failures-0.515   
schoolsupyes0.215   
famrel0.506   
absences0.046   
G10.0957  
G21.01    
(Intercept)-2.8     
failures-0.137   
schoolsupyes0.557   
famrel0.238   
absences0.031   
G10.111   
G21.01    
(Intercept)-4.25    
failures-0.148   
schoolsupyes0.173   
famrel0.593   
absences0.0683  
G10.122   
G20.99    
(Intercept)-4.78    
failures-0.164   
schoolsupyes0.832   
famrel0.471   
absences0.0317  
G10.238   
G20.965   
(Intercept)-3.09    
failures-0.63    
schoolsupyes0.66    
famrel0.311   
absences0.0332  
G10.182   
G20.947   
(Intercept)-3.2     
failures-0.358   
schoolsupyes0.458   
famrel0.317   
absences0.0338  
G10.148   
G20.989   
(Intercept)-2.12    
failures-0.492   
schoolsupyes0.446   
famrel0.199   
absences0.0476  
G10.115   
G20.979   
(Intercept)-2.61    
failures-0.55    
schoolsupyes0.533   
famrel0.343   
absences0.0366  
G10.133   
G20.952   
(Intercept)-4.03    
failures-0.213   
schoolsupyes0.794   
famrel0.377   
absences0.072   
G10.147   
G21.02    
(Intercept)-2.94    
failures-0.246   
schoolsupyes0.528   
famrel0.272   
absences0.044   
G10.148   
G20.983   
(Intercept)-2.92    
failures-0.21    
schoolsupyes0.359   
famrel0.426   
absences0.0238  
G10.119   
G20.974   
(Intercept)-2.72    
failures-0.3     
schoolsupyes-0.021   
famrel0.294   
absences0.0236  
G10.169   
G20.949   
(Intercept)-3.37    
failures-0.133   
schoolsupyes0.738   
famrel0.199   
absences0.0429  
G10.148   
G21.02    
(Intercept)-3.02    
failures-0.2     
schoolsupyes0.538   
famrel0.293   
absences0.034   
G10.155   
G20.977   
(Intercept)-4.01    
failures-0.295   
schoolsupyes0.392   
famrel0.311   
absences0.0679  
G10.197   
G20.99    
(Intercept)-2.64    
failures-0.00511 
schoolsupyes-0.166   
famrel0.435   
absences0.0101  
G10.0718  
G20.997   
(Intercept)-2.77    
failures-0.277   
schoolsupyes0.456   
famrel0.273   
absences0.0294  
G10.174   
G20.943   
(Intercept)-3.4     
failures-0.331   
schoolsupyes0.483   
famrel0.353   
absences0.0259  
G10.19    
G20.951   
(Intercept)-3.69    
failures-0.186   
schoolsupyes0.278   
famrel0.362   
absences0.0416  
G10.194   
G20.961   
(Intercept)-3.2     
failures-0.0326  
schoolsupyes0.223   
famrel0.436   
absences0.0374  
G10.112   
G20.99    
(Intercept)-4.34    
failures-0.433   
schoolsupyes0.559   
famrel0.451   
absences0.0668  
G10.174   
G20.99    
(Intercept)-3.53    
failures-0.117   
schoolsupyes0.251   
famrel0.343   
absences0.0462  
G10.185   
G20.961   
(Intercept)-4.43    
failures-0.319   
schoolsupyes0.426   
famrel0.419   
absences0.0637  
G10.23    
G20.962   
(Intercept)-3.26    
failures-0.484   
schoolsupyes0.53    
famrel0.344   
absences0.033   
G10.145   
G20.994   
(Intercept)-3.7     
failures-0.00706 
schoolsupyes0.556   
famrel0.359   
absences0.0361  
G10.21    
G20.948   
(Intercept)-3.36    
failures-0.111   
schoolsupyes0.729   
famrel0.298   
absences0.017   
G10.187   
G20.977   
(Intercept)-4.2     
failures-0.142   
schoolsupyes0.361   
famrel0.467   
absences0.0443  
G10.132   
G21.03    
(Intercept)-3.2     
failures-0.482   
schoolsupyes0.697   
famrel0.414   
absences0.0776  
G10.117   
G20.965   
(Intercept)-3.29    
failures-0.171   
schoolsupyes0.82    
famrel0.209   
absences0.064   
G10.221   
G20.942   
(Intercept)-3.38    
failures-0.0863  
schoolsupyes0.497   
famrel0.394   
absences0.0383  
G10.13    
G20.985   
(Intercept)-3.3     
failures-0.37    
schoolsupyes0.579   
famrel0.172   
absences0.0605  
G10.253   
G20.919   
(Intercept)-2.34    
failures-0.596   
schoolsupyes0.398   
famrel0.194   
absences0.0224  
G10.133   
G20.982   
(Intercept)-4.16    
failures-0.216   
schoolsupyes0.51    
famrel0.604   
absences0.0447  
G10.15    
G20.964   
(Intercept)-3.86    
failures-0.082   
schoolsupyes0.323   
famrel0.323   
absences0.0407  
G10.18    
G20.999   
(Intercept)-2.69    
failures-0.208   
schoolsupyes0.311   
famrel0.333   
absences0.032   
G10.173   
G20.923   
(Intercept)-2.24    
failures-0.455   
schoolsupyes0.435   
famrel0.271   
absences0.0341  
G10.073   
G21.01    
(Intercept)-2.41    
failures-0.458   
schoolsupyes0.748   
famrel0.123   
absences0.0344  
G10.154   
G20.975   
(Intercept)-4.21    
failures-0.107   
schoolsupyes0.736   
famrel0.522   
absences0.0465  
G10.144   
G21       
(Intercept)-2.8     
failures-0.354   
schoolsupyes0.389   
famrel0.249   
absences0.0261  
G10.158   
G20.973   
(Intercept)-2.72    
failures-0.142   
schoolsupyes0.17    
famrel0.283   
absences0.0251  
G10.13    
G20.984   
(Intercept)-3.1     
failures-0.0502  
schoolsupyes0.271   
famrel0.312   
absences0.0219  
G10.0837  
G21.05    
(Intercept)-4.02    
failures-0.222   
schoolsupyes0.396   
famrel0.565   
absences0.0378  
G10.13    
G20.987   
(Intercept)-3.17    
failures-0.441   
schoolsupyes0.501   
famrel0.302   
absences0.0442  
G10.137   
G20.997   
(Intercept)-3.67    
failures-0.0931  
schoolsupyes0.769   
famrel0.417   
absences0.0397  
G10.131   
G20.996   
(Intercept)-2.36    
failures0.00477 
schoolsupyes0.11    
famrel0.153   
absences0.0214  
G10.126   
G20.999   
(Intercept)-4.64    
failures-0.24    
schoolsupyes0.518   
famrel0.352   
absences0.0607  
G10.296   
G20.923   
(Intercept)-1.64    
failures-0.542   
schoolsupyes0.182   
famrel0.236   
absences0.0233  
G10.0847  
G20.969   
(Intercept)-2.63    
failures-0.0904  
schoolsupyes0.295   
famrel0.256   
absences0.0344  
G10.0971  
G21.02    
(Intercept)-3.69    
failures-0.439   
schoolsupyes0.527   
famrel0.454   
absences0.0409  
G10.135   
G20.997   
(Intercept)-1.72    
failures-0.387   
schoolsupyes0.534   
famrel0.119   
absences0.0163  
G10.198   
G20.897   
(Intercept)-3.96    
failures-0.208   
schoolsupyes-0.156   
famrel0.485   
absences0.0425  
G10.214   
G20.926   
(Intercept)-2.61    
failures-0.466   
schoolsupyes0.574   
famrel0.249   
absences0.0557  
G10.154   
G20.948   
(Intercept)-2.99    
failures-0.0743  
schoolsupyes0.553   
famrel0.202   
absences0.0408  
G10.147   
G21       
(Intercept)-3.87    
failures0.019   
schoolsupyes0.472   
famrel0.241   
absences0.0741  
G10.213   
G20.974   
(Intercept)-3.37    
failures-0.157   
schoolsupyes0.559   
famrel0.294   
absences0.0365  
G10.134   
G21.02    
(Intercept)-2.6     
failures-0.304   
schoolsupyes0.297   
famrel0.271   
absences0.0337  
G10.0941  
G21.01    
(Intercept)-3.73    
failures-0.491   
schoolsupyes0.678   
famrel0.401   
absences0.033   
G10.127   
G21.02    
(Intercept)-3.17    
failures-0.0675  
schoolsupyes-0.408   
famrel0.245   
absences0.0321  
G10.164   
G20.993   
(Intercept)-3.14    
failures-0.324   
schoolsupyes0.634   
famrel0.272   
absences0.044   
G10.23    
G20.911   
(Intercept)-3.14    
failures-0.0728  
schoolsupyes0.65    
famrel0.166   
absences0.0284  
G10.189   
G20.986   
(Intercept)-2.87    
failures-0.502   
schoolsupyes0.527   
famrel0.332   
absences0.0336  
G10.104   
G21       
(Intercept)-2.68    
failures-0.284   
schoolsupyes0.409   
famrel0.198   
absences0.0339  
G10.143   
G20.991   
(Intercept)-2.5     
failures-0.581   
schoolsupyes0.409   
famrel0.375   
absences0.029   
G10.0599  
G21.01    
(Intercept)-4.47    
failures-0.064   
schoolsupyes0.479   
famrel0.73    
absences0.0438  
G10.0837  
G21       
(Intercept)-4.52    
failures-0.0601  
schoolsupyes0.25    
famrel0.512   
absences0.0413  
G10.175   
G20.991   
(Intercept)-3.84    
failures-0.26    
schoolsupyes0.599   
famrel0.463   
absences0.0347  
G10.152   
G20.978   
(Intercept)-1.82    
failures-0.111   
schoolsupyes0.516   
famrel0.155   
absences0.0237  
G10.136   
G20.945   
(Intercept)-4.37    
failures-0.256   
schoolsupyes0.779   
famrel0.399   
absences0.0828  
G10.215   
G20.965   
(Intercept)-3.87    
failures-0.163   
schoolsupyes0.453   
famrel0.478   
absences0.0295  
G10.0928  
G21.04    
(Intercept)-3.43    
failures-0.454   
schoolsupyes0.67    
famrel0.362   
absences0.0594  
G10.12    
G21.01    
(Intercept)-4.41    
failures-0.445   
schoolsupyes0.538   
famrel0.475   
absences0.0507  
G10.158   
G21.02    
(Intercept)-3.1     
failures-0.539   
schoolsupyes0.524   
famrel0.337   
absences0.0263  
G10.138   
G20.995   
(Intercept)-3       
failures-0.296   
schoolsupyes0.479   
famrel0.309   
absences0.049   
G10.095   
G21.03    
(Intercept)-2.67    
failures-0.581   
schoolsupyes0.385   
famrel0.158   
absences0.0273  
G10.204   
G20.947   
(Intercept)-3.27    
failures-0.345   
schoolsupyes0.046   
famrel0.519   
absences0.0555  
G10.0664  
G21.01    
(Intercept)-3.95    
failures-0.485   
schoolsupyes0.703   
famrel0.443   
absences0.0368  
G10.208   
G20.947   
(Intercept)-4.9     
failures-0.484   
schoolsupyes0.769   
famrel0.566   
absences0.0402  
G10.155   
G21.03    
(Intercept)-3.75    
failures-0.155   
schoolsupyes0.49    
famrel0.454   
absences0.0296  
G10.171   
G20.968   
(Intercept)-2.83    
failures-0.0243  
schoolsupyes0.884   
famrel0.116   
absences0.044   
G10.193   
G20.961   
(Intercept)-3.58    
failures-0.0429  
schoolsupyes0.8     
famrel0.289   
absences0.0308  
G10.201   
G20.967   
(Intercept)-3.11    
failures-0.479   
schoolsupyes0.708   
famrel0.223   
absences0.0423  
G10.164   
G20.992   
(Intercept)-4.01    
failures-0.02    
schoolsupyes1.17    
famrel0.282   
absences0.0402  
G10.228   
G20.962   
(Intercept)-2.01    
failures-0.0918  
schoolsupyes0.41    
famrel-0.00277 
absences0.0191  
G10.155   
G20.987   
(Intercept)-3.14    
failures-0.127   
schoolsupyes0.505   
famrel0.291   
absences0.0227  
G10.119   
G21.02    
(Intercept)-3.08    
failures-0.466   
schoolsupyes0.667   
famrel0.239   
absences0.058   
G10.139   
G20.997   
(Intercept)-3.34    
failures-0.211   
schoolsupyes1.13    
famrel0.128   
absences0.043   
G10.281   
G20.907   
(Intercept)-2.68    
failures-0.375   
schoolsupyes0.702   
famrel0.214   
absences0.0404  
G10.132   
G20.997   
(Intercept)-2.65    
failures-0.283   
schoolsupyes0.456   
famrel0.0738  
absences0.034   
G10.142   
G21.03    
(Intercept)-4.22    
failures-0.0944  
schoolsupyes0.554   
famrel0.446   
absences0.0492  
G10.17    
G20.992   
(Intercept)-3.87    
failures0.0795  
schoolsupyes0.474   
famrel0.401   
absences0.0307  
G10.146   
G21.01    
(Intercept)-2.42    
failures-0.367   
schoolsupyes0.69    
famrel0.304   
absences0.0309  
G10.0994  
G20.984   
(Intercept)-3.76    
failures-0.00532 
schoolsupyes0.0469  
famrel0.498   
absences0.0342  
G10.118   
G21.01    
(Intercept)-3.4     
failures-0.304   
schoolsupyes0.327   
famrel0.341   
absences0.0391  
G10.169   
G20.984   
(Intercept)-3.89    
failures-0.344   
schoolsupyes0.531   
famrel0.29    
absences0.0337  
G10.22    
G20.97    
(Intercept)-4.13    
failures-0.268   
schoolsupyes0.626   
famrel0.348   
absences0.0574  
G10.224   
G20.956   
(Intercept)-3.39    
failures-0.236   
schoolsupyes0.485   
famrel0.325   
absences0.0351  
G10.0878  
G21.05    
(Intercept)-2.21    
failures-0.342   
schoolsupyes0.144   
famrel0.181   
absences0.0417  
G10.148   
G20.949   
(Intercept)-2.4     
failures-0.297   
schoolsupyes0.457   
famrel0.246   
absences0.0385  
G10.138   
G20.962   
(Intercept)-2.15    
failures-0.298   
schoolsupyes0.695   
famrel0.226   
absences0.032   
G10.098   
G20.983   
(Intercept)-3.72    
failures-0.126   
schoolsupyes0.77    
famrel0.397   
absences0.0409  
G10.176   
G20.969   
(Intercept)-2.51    
failures-0.208   
schoolsupyes0.53    
famrel0.0572  
absences0.034   
G10.163   
G20.998   
(Intercept)-1.79    
failures-0.332   
schoolsupyes0.0468  
famrel0.235   
absences0.0324  
G10.0872  
G20.971   
(Intercept)-2.9     
failures-0.282   
schoolsupyes0.108   
famrel0.396   
absences0.0493  
G10.104   
G20.983   
(Intercept)-3.73    
failures-0.4     
schoolsupyes-0.0562  
famrel0.628   
absences0.0246  
G10.149   
G20.932   
(Intercept)-2.83    
failures-0.362   
schoolsupyes0.458   
famrel0.363   
absences0.0477  
G10.0708  
G21.02    
(Intercept)-1.91    
failures-0.217   
schoolsupyes0.0884  
famrel0.237   
absences0.0306  
G10.0193  
G21.04    
(Intercept)-3.19    
failures0.0232  
schoolsupyes0.565   
famrel0.373   
absences0.0301  
G10.0769  
G21.03    
(Intercept)-2.44    
failures-0.117   
schoolsupyes0.657   
famrel0.173   
absences0.0299  
G10.182   
G20.939   
(Intercept)-1.44    
failures-0.0946  
schoolsupyes0.349   
famrel0.013   
absences0.0121  
G10.111   
G20.993   
(Intercept)-3.55    
failures-0.238   
schoolsupyes0.737   
famrel0.204   
absences0.0644  
G10.196   
G20.977   
(Intercept)-2.61    
failures-0.147   
schoolsupyes0.179   
famrel0.239   
absences0.0286  
G10.122   
G20.995   
(Intercept)-3.86    
failures-0.153   
schoolsupyes0.246   
famrel0.523   
absences0.0269  
G10.123   
G21       
(Intercept)-3.21    
failures-0.134   
schoolsupyes0.271   
famrel0.371   
absences0.038   
G10.127   
G20.984   
(Intercept)-3.3     
failures-0.299   
schoolsupyes0.366   
famrel0.372   
absences0.081   
G10.132   
G20.982   
(Intercept)-3.13    
failures-0.204   
schoolsupyes0.552   
famrel0.19    
absences0.0547  
G10.214   
G20.949   
(Intercept)-3.12    
failures-0.232   
schoolsupyes0.526   
famrel0.345   
absences0.0387  
G10.141   
G20.978   
(Intercept)-3.67    
failures0.189   
schoolsupyes0.771   
famrel0.292   
absences0.0424  
G10.195   
G20.976   
(Intercept)-3.13    
failures-0.103   
schoolsupyes0.704   
famrel0.265   
absences0.0356  
G10.181   
G20.959   
(Intercept)-2.01    
failures-0.295   
schoolsupyes0.339   
famrel0.212   
absences0.0275  
G10.137   
G20.945   
(Intercept)-2.83    
failures-0.18    
schoolsupyes0.136   
famrel0.354   
absences0.0257  
G10.131   
G20.975   
(Intercept)-4.4     
failures-0.155   
schoolsupyes0.381   
famrel0.49    
absences0.0659  
G10.161   
G20.997   
(Intercept)-4.18    
failures-0.254   
schoolsupyes0.44    
famrel0.374   
absences0.0821  
G10.162   
G21.01    
(Intercept)-2.8     
failures-0.3     
schoolsupyes0.455   
famrel0.225   
absences0.0349  
G10.161   
G20.973   
(Intercept)-3.33    
failures-0.073   
schoolsupyes0.451   
famrel0.25    
absences0.0497  
G10.127   
G21.03    
(Intercept)-2.36    
failures-0.403   
schoolsupyes0.914   
famrel0.117   
absences0.0297  
G10.151   
G20.98    
(Intercept)-2.75    
failures-0.17    
schoolsupyes0.363   
famrel0.333   
absences0.0457  
G10.0942  
G21.01    
(Intercept)-3.32    
failures-0.287   
schoolsupyes0.859   
famrel0.251   
absences0.0339  
G10.171   
G20.985   
(Intercept)-3.75    
failures-0.0288  
schoolsupyes0.971   
famrel0.266   
absences0.0575  
G10.184   
G20.986   
(Intercept)-3.81    
failures-0.297   
schoolsupyes0.892   
famrel0.444   
absences0.0463  
G10.145   
G20.993   
(Intercept)-2.41    
failures-0.113   
schoolsupyes0.465   
famrel0.218   
absences0.0247  
G10.112   
G20.998   
(Intercept)-3.09    
failures-0.22    
schoolsupyes0.821   
famrel0.268   
absences0.038   
G10.191   
G20.945   
(Intercept)-3.69    
failures-0.0309  
schoolsupyes0.773   
famrel0.245   
absences0.0337  
G10.191   
G20.998   
(Intercept)-1.29    
failures-0.167   
schoolsupyes0.201   
famrel0.107   
absences0.0155  
G10.0755  
G20.995   
(Intercept)-2.68    
failures-0.286   
schoolsupyes0.455   
famrel0.317   
absences0.0387  
G10.146   
G20.948   
(Intercept)-3.48    
failures-0.379   
schoolsupyes0.683   
famrel0.328   
absences0.0584  
G10.129   
G21.01    
(Intercept)-3.94    
failures0.0309  
schoolsupyes0.18    
famrel0.394   
absences0.0317  
G10.196   
G20.975   
(Intercept)-2.81    
failures-0.527   
schoolsupyes0.131   
famrel0.408   
absences0.0465  
G10.119   
G20.961   
(Intercept)-2.82    
failures-0.165   
schoolsupyes0.164   
famrel0.348   
absences0.0316  
G10.095   
G21.01    
(Intercept)-2.78    
failures-0.134   
schoolsupyes0.722   
famrel0.22    
absences0.0212  
G10.172   
G20.966   
(Intercept)-3.15    
failures-0.319   
schoolsupyes0.17    
famrel0.329   
absences0.0297  
G10.136   
G20.993   
(Intercept)-3.98    
failures-0.295   
schoolsupyes0.777   
famrel0.45    
absences0.0288  
G10.175   
G20.987   
(Intercept)-3.96    
failures-0.18    
schoolsupyes0.62    
famrel0.39    
absences0.065   
G10.191   
G20.959   
(Intercept)-4.12    
failures-0.011   
schoolsupyes0.204   
famrel0.516   
absences0.0354  
G10.142   
G21       
(Intercept)-1.82    
failures-0.252   
schoolsupyes0.501   
famrel0.0712  
absences0.0207  
G10.145   
G20.961   
(Intercept)-3.87    
failures0.0524  
schoolsupyes0.521   
famrel0.274   
absences0.0497  
G10.2     
G20.986   
(Intercept)-2.91    
failures-0.266   
schoolsupyes0.704   
famrel0.329   
absences0.0365  
G10.0836  
G21.02    
(Intercept)-3.15    
failures-0.146   
schoolsupyes0.748   
famrel0.33    
absences0.039   
G10.145   
G20.975   
(Intercept)-2.95    
failures-0.0377  
schoolsupyes-0.0641  
famrel0.369   
absences0.0369  
G10.0807  
G21.02    
(Intercept)-4.51    
failures0.0499  
schoolsupyes0.691   
famrel0.449   
absences0.0491  
G10.13    
G21.05    
(Intercept)-3.58    
failures-0.442   
schoolsupyes0.0934  
famrel0.429   
absences0.0521  
G10.0962  
G21.03    
(Intercept)-2.45    
failures-0.298   
schoolsupyes0.466   
famrel0.313   
absences0.0165  
G10.106   
G20.984   
(Intercept)-4.16    
failures-0.219   
schoolsupyes0.478   
famrel0.624   
absences0.0471  
G10.125   
G20.987   
(Intercept)-4.11    
failures-0.325   
schoolsupyes0.0425  
famrel0.511   
absences0.0372  
G10.0883  
G21.05    
(Intercept)-3.27    
failures-0.501   
schoolsupyes0.737   
famrel0.32    
absences0.0432  
G10.188   
G20.942   
(Intercept)-3.45    
failures-0.255   
schoolsupyes0.342   
famrel0.374   
absences0.0399  
G10.165   
G20.973   
(Intercept)-2.58    
failures-0.243   
schoolsupyes0.243   
famrel0.214   
absences0.033   
G10.144   
G20.985   
(Intercept)-3.57    
failures0.0117  
schoolsupyes-0.0723  
famrel0.43    
absences0.0395  
G10.158   
G20.968   
(Intercept)-3.32    
failures-0.0772  
schoolsupyes0.551   
famrel0.331   
absences0.0389  
G10.182   
G20.946   
(Intercept)-2.75    
failures-0.378   
schoolsupyes0.179   
famrel0.353   
absences0.0435  
G10.159   
G20.932   
(Intercept)-3.17    
failures-0.126   
schoolsupyes0.692   
famrel0.169   
absences0.0495  
G10.207   
G20.959   
(Intercept)-4.5     
failures-0.227   
schoolsupyes0.288   
famrel0.608   
absences0.0348  
G10.224   
G20.922   
(Intercept)-2.99    
failures-0.143   
schoolsupyes0.323   
famrel0.307   
absences0.0197  
G10.18    
G20.945   
(Intercept)-2.87    
failures-0.103   
schoolsupyes0.606   
famrel0.298   
absences0.0292  
G10.0922  
G21.02    
(Intercept)-3.31    
failures-0.229   
schoolsupyes0.331   
famrel0.394   
absences0.0271  
G10.121   
G21       
(Intercept)-1.9     
failures-0.225   
schoolsupyes0.674   
famrel0.126   
absences0.03    
G10.149   
G20.949   
(Intercept)-2.68    
failures-0.17    
schoolsupyes0.137   
famrel0.274   
absences0.0414  
G10.0873  
G21.03    
(Intercept)-3.42    
failures0.0433  
schoolsupyes0.416   
famrel0.364   
absences0.0446  
G10.137   
G20.991   
(Intercept)-2.61    
failures-0.351   
schoolsupyes0.396   
famrel0.276   
absences0.0279  
G10.187   
G20.921   
(Intercept)-4.49    
failures-0.0491  
schoolsupyes0.374   
famrel0.473   
absences0.0612  
G10.187   
G20.982   
(Intercept)-2.66    
failures-0.0336  
schoolsupyes0.625   
famrel0.303   
absences0.0283  
G10.0956  
G21.01    
(Intercept)-4.15    
failures-0.176   
schoolsupyes0.662   
famrel0.444   
absences0.0278  
G10.223   
G20.945   
(Intercept)-3.24    
failures-0.485   
schoolsupyes0.0132  
famrel0.331   
absences0.0464  
G10.173   
G20.958   
(Intercept)-3.87    
failures-0.266   
schoolsupyes0.759   
famrel0.346   
absences0.0319  
G10.236   
G20.931   
(Intercept)-2.9     
failures-0.27    
schoolsupyes0.31    
famrel0.326   
absences0.0273  
G10.12    
G20.998   
(Intercept)-3.2     
failures-0.141   
schoolsupyes0.867   
famrel0.247   
absences0.03    
G10.16    
G20.995   
(Intercept)-3.6     
failures-0.355   
schoolsupyes0.301   
famrel0.431   
absences0.0458  
G10.1     
G21.03    
(Intercept)-2.77    
failures-0.62    
schoolsupyes0.346   
famrel0.386   
absences0.0436  
G10.137   
G20.941   
(Intercept)-3.08    
failures-0.482   
schoolsupyes0.86    
famrel0.207   
absences0.0591  
G10.216   
G20.933   
(Intercept)-2.9     
failures-0.46    
schoolsupyes0.687   
famrel0.336   
absences0.0441  
G10.102   
G21       
(Intercept)-2.22    
failures-0.42    
schoolsupyes0.399   
famrel0.169   
absences0.0306  
G10.112   
G20.998   
(Intercept)-3.53    
failures-0.137   
schoolsupyes0.646   
famrel0.387   
absences0.0414  
G10.209   
G20.933   
(Intercept)-2.97    
failures-0.172   
schoolsupyes0.469   
famrel0.323   
absences0.0378  
G10.137   
G20.984   
(Intercept)-3.97    
failures0.038   
schoolsupyes0.537   
famrel0.31    
absences0.0333  
G10.183   
G21       
(Intercept)-3       
failures-0.686   
schoolsupyes0.629   
famrel0.303   
absences0.0464  
G10.17    
G20.952   
(Intercept)-2.7     
failures-0.112   
schoolsupyes0.3     
famrel0.229   
absences0.0161  
G10.176   
G20.951   
(Intercept)-3.24    
failures0.012   
schoolsupyes0.778   
famrel0.257   
absences0.057   
G10.149   
G21       
(Intercept)-3.19    
failures-0.264   
schoolsupyes0.765   
famrel0.327   
absences0.0339  
G10.104   
G21.02    
(Intercept)-3.16    
failures-0.183   
schoolsupyes0.753   
famrel0.222   
absences0.0726  
G10.132   
G21.01    
(Intercept)-2.53    
failures0.0662  
schoolsupyes0.202   
famrel0.183   
absences0.0316  
G10.158   
G20.974   
(Intercept)-2.58    
failures-0.451   
schoolsupyes0.487   
famrel0.256   
absences0.0368  
G10.124   
G20.98    
(Intercept)-4.09    
failures-0.347   
schoolsupyes0.645   
famrel0.456   
absences0.0594  
G10.0968  
G21.05    
(Intercept)-3.64    
failures0.00156 
schoolsupyes0.478   
famrel0.247   
absences0.0519  
G10.221   
G20.955   
(Intercept)-4.79    
failures0.00162 
schoolsupyes0.457   
famrel0.481   
absences0.0503  
G10.164   
G21.02    
(Intercept)-4.67    
failures-0.296   
schoolsupyes0.438   
famrel0.501   
absences0.0913  
G10.174   
G20.997   
(Intercept)-3.45    
failures0.0548  
schoolsupyes0.453   
famrel0.139   
absences0.0491  
G10.153   
G21.04    
(Intercept)-3.01    
failures-0.295   
schoolsupyes0.189   
famrel0.332   
absences0.0334  
G10.077   
G21.04    
(Intercept)-2.87    
failures-0.259   
schoolsupyes0.3     
famrel0.337   
absences0.0356  
G10.173   
G20.939   
(Intercept)-4.26    
failures-0.102   
schoolsupyes0.271   
famrel0.637   
absences0.0376  
G10.104   
G21.01    
(Intercept)-3.32    
failures-0.347   
schoolsupyes0.762   
famrel0.222   
absences0.0999  
G10.247   
G20.898   
(Intercept)-3.58    
failures0.0676  
schoolsupyes0.344   
famrel0.44    
absences0.0168  
G10.183   
G20.943   
(Intercept)-3.14    
failures-0.0538  
schoolsupyes0.521   
famrel0.234   
absences0.0262  
G10.152   
G21       
(Intercept)-3.35    
failures-0.204   
schoolsupyes0.314   
famrel0.429   
absences0.0398  
G10.0904  
G21.02    
(Intercept)-3.64    
failures-0.412   
schoolsupyes0.709   
famrel0.435   
absences0.0502  
G10.127   
G21       
(Intercept)-2.97    
failures-0.154   
schoolsupyes0.353   
famrel0.35    
absences0.0497  
G10.122   
G20.981   
(Intercept)-2.59    
failures0.019   
schoolsupyes0.556   
famrel0.223   
absences0.0239  
G10.154   
G20.969   
(Intercept)-3.09    
failures-0.17    
schoolsupyes0.214   
famrel0.368   
absences0.0273  
G10.15    
G20.966   
(Intercept)-2.71    
failures-0.0677  
schoolsupyes0.392   
famrel0.283   
absences0.0266  
G10.139   
G20.97    
(Intercept)-3.66    
failures-0.213   
schoolsupyes0.688   
famrel0.439   
absences0.0592  
G10.0666  
G21.05    
(Intercept)-3.42    
failures-0.203   
schoolsupyes0.92    
famrel0.302   
absences0.0426  
G10.22    
G20.923   
(Intercept)-2.06    
failures-0.153   
schoolsupyes0.804   
famrel0.0462  
absences0.0277  
G10.172   
G20.958   
(Intercept)-3.97    
failures-0.0104  
schoolsupyes0.566   
famrel0.386   
absences0.0373  
G10.183   
G20.984   
(Intercept)-1.61    
failures-0.335   
schoolsupyes0.143   
famrel0.108   
absences0.0281  
G10.0898  
G20.989   
(Intercept)-3.69    
failures-0.156   
schoolsupyes0.494   
famrel0.408   
absences0.0455  
G10.165   
G20.972   
(Intercept)-3.98    
failures-0.0753  
schoolsupyes0.4     
famrel0.381   
absences0.0344  
G10.246   
G20.926   
(Intercept)-3.45    
failures-0.404   
schoolsupyes0.701   
famrel0.247   
absences0.0527  
G10.256   
G20.907   
(Intercept)-4.07    
failures0.0752  
schoolsupyes0.588   
famrel0.37    
absences0.0387  
G10.138   
G21.04    
(Intercept)-2.54    
failures-0.219   
schoolsupyes0.369   
famrel0.382   
absences0.0221  
G10.0638  
G21.01    
(Intercept)-2.77    
failures-0.314   
schoolsupyes0.427   
famrel0.144   
absences0.0424  
G10.209   
G20.934   
(Intercept)-4.06    
failures-0.0647  
schoolsupyes1.06    
famrel0.423   
absences0.0371  
G10.142   
G21.02    
(Intercept)-3.39    
failures-0.434   
schoolsupyes0.407   
famrel0.352   
absences0.0981  
G10.157   
G20.955   
(Intercept)-4.06    
failures-0.385   
schoolsupyes0.364   
famrel0.417   
absences0.0323  
G10.151   
G21.01    
(Intercept)-3.15    
failures-0.67    
schoolsupyes0.316   
famrel0.404   
absences0.0574  
G10.094   
G21.01    
(Intercept)-3.55    
failures-0.167   
schoolsupyes0.777   
famrel0.348   
absences0.0393  
G10.149   
G20.989   
(Intercept)-4.34    
failures-0.401   
schoolsupyes0.791   
famrel0.559   
absences0.0978  
G10.155   
G20.965   
(Intercept)-2.68    
failures-0.0681  
schoolsupyes0.426   
famrel0.176   
absences0.0443  
G10.182   
G20.944   
(Intercept)-4.24    
failures0.0998  
schoolsupyes0.451   
famrel0.396   
absences0.0362  
G10.228   
G20.954   
(Intercept)-3.91    
failures-0.0805  
schoolsupyes0.648   
famrel0.413   
absences0.0294  
G10.178   
G20.981   
(Intercept)-4.49    
failures0.0517  
schoolsupyes0.376   
famrel0.417   
absences0.0369  
G10.219   
G20.972   
(Intercept)-3.57    
failures-0.436   
schoolsupyes0.333   
famrel0.491   
absences0.055   
G10.138   
G20.965   
(Intercept)-2.87    
failures-0.307   
schoolsupyes0.473   
famrel0.281   
absences0.0384  
G10.139   
G20.99    
(Intercept)-4.09    
failures-0.186   
schoolsupyes0.385   
famrel0.406   
absences0.0617  
G10.18    
G20.972   
(Intercept)-2.97    
failures-0.35    
schoolsupyes0.0315  
famrel0.341   
absences0.0245  
G10.163   
G20.958   
(Intercept)-4       
failures-0.156   
schoolsupyes0.888   
famrel0.371   
absences0.0374  
G10.193   
G20.976   
(Intercept)-3.49    
failures-0.169   
schoolsupyes0.819   
famrel0.377   
absences0.0388  
G10.12    
G21.02    
(Intercept)-3.14    
failures-0.425   
schoolsupyes0.751   
famrel0.288   
absences0.0388  
G10.159   
G20.97    
(Intercept)-2.52    
failures-0.266   
schoolsupyes0.778   
famrel0.162   
absences0.0342  
G10.156   
G20.966   
(Intercept)-3.71    
failures-0.097   
schoolsupyes0.755   
famrel0.363   
absences0.0491  
G10.132   
G21.02    
(Intercept)-4.44    
failures-0.333   
schoolsupyes0.787   
famrel0.476   
absences0.0617  
G10.181   
G20.985   
(Intercept)-3.31    
failures-0.297   
schoolsupyes0.388   
famrel0.275   
absences0.0796  
G10.179   
G20.963   
(Intercept)-3.48    
failures-0.275   
schoolsupyes0.528   
famrel0.405   
absences0.0248  
G10.114   
G21.02    
(Intercept)-3.66    
failures-0.204   
schoolsupyes0.359   
famrel0.351   
absences0.0385  
G10.154   
G21       
(Intercept)-3.98    
failures-0.183   
schoolsupyes0.388   
famrel0.49    
absences0.0466  
G10.094   
G21.04    
(Intercept)-3.12    
failures-0.255   
schoolsupyes0.678   
famrel0.243   
absences0.0365  
G10.188   
G20.967   
(Intercept)-3.49    
failures-0.642   
schoolsupyes0.358   
famrel0.569   
absences0.0413  
G10.12    
G20.959   
(Intercept)-4.81    
failures-0.49    
schoolsupyes1.07    
famrel0.461   
absences0.056   
G10.286   
G20.898   
(Intercept)-3.11    
failures-0.296   
schoolsupyes0.582   
famrel0.356   
absences0.0293  
G10.142   
G20.966   
(Intercept)-3.23    
failures-0.284   
schoolsupyes0.621   
famrel0.319   
absences0.0431  
G10.14    
G20.993   
(Intercept)-2.83    
failures-0.325   
schoolsupyes0.453   
famrel0.333   
absences0.0252  
G10.135   
G20.975   
(Intercept)-2.99    
failures0.109   
schoolsupyes0.791   
famrel0.227   
absences0.023   
G10.18    
G20.964   
(Intercept)-3.68    
failures-0.224   
schoolsupyes0.322   
famrel0.408   
absences0.0414  
G10.145   
G21       
(Intercept)-3.19    
failures-0.666   
schoolsupyes0.664   
famrel0.374   
absences0.0557  
G10.0679  
G21.05    
(Intercept)-2.55    
failures-0.546   
schoolsupyes-0.133   
famrel0.329   
absences0.0233  
G10.127   
G20.965   
(Intercept)-5.41    
failures-0.164   
schoolsupyes0.293   
famrel0.604   
absences0.0444  
G10.234   
G20.981   
(Intercept)-4.39    
failures0.0493  
schoolsupyes0.255   
famrel0.46    
absences0.0622  
G10.123   
G21.05    
(Intercept)-3.09    
failures-0.355   
schoolsupyes0.469   
famrel0.38    
absences0.0272  
G10.163   
G20.952   
(Intercept)-3.34    
failures-0.36    
schoolsupyes0.222   
famrel0.35    
absences0.0385  
G10.141   
G20.998   
(Intercept)-3.47    
failures-0.206   
schoolsupyes0.436   
famrel0.316   
absences0.0587  
G10.133   
G21.01    
(Intercept)-4.09    
failures-0.0998  
schoolsupyes0.67    
famrel0.473   
absences0.0506  
G10.0768  
G21.06    
(Intercept)-4.71    
failures-0.277   
schoolsupyes0.0835  
famrel0.594   
absences0.0458  
G10.0853  
G21.08    
(Intercept)-3.11    
failures-0.292   
schoolsupyes0.805   
famrel0.217   
absences0.0514  
G10.178   
G20.969   
(Intercept)-2.86    
failures-0.219   
schoolsupyes0.534   
famrel0.238   
absences0.0462  
G10.156   
G20.974   
(Intercept)-2.5     
failures-0.0575  
schoolsupyes0.385   
famrel0.128   
absences0.0271  
G10.172   
G20.964   
(Intercept)-2.82    
failures-0.238   
schoolsupyes0.222   
famrel0.256   
absences0.0338  
G10.176   
G20.953   
(Intercept)-2.54    
failures-0.415   
schoolsupyes0.669   
famrel0.184   
absences0.0485  
G10.165   
G20.956   
(Intercept)-1.34    
failures-0.0317  
schoolsupyes0.309   
famrel0.0767  
absences0.029   
G10.097   
G20.977   
(Intercept)-2.88    
failures-0.21    
schoolsupyes0.219   
famrel0.29    
absences0.0391  
G10.126   
G20.99    
(Intercept)-2.17    
failures-0.403   
schoolsupyes0.519   
famrel0.25    
absences0.0501  
G10.113   
G20.966   
(Intercept)-3.46    
failures0.0825  
schoolsupyes0.503   
famrel0.312   
absences0.0555  
G10.143   
G21       
(Intercept)-3.19    
failures0.197   
schoolsupyes0.551   
famrel0.3     
absences0.0465  
G10.0996  
G21.03    
(Intercept)-2.15    
failures-0.43    
schoolsupyes0.463   
famrel0.168   
absences0.0417  
G10.124   
G20.985   
(Intercept)-4.62    
failures0.0374  
schoolsupyes0.628   
famrel0.47    
absences0.0393  
G10.165   
G21.03    
(Intercept)-3.42    
failures-0.106   
schoolsupyes0.227   
famrel0.298   
absences0.0419  
G10.173   
G20.986   
(Intercept)-3.77    
failures-0.275   
schoolsupyes0.362   
famrel0.47    
absences0.0317  
G10.118   
G21.01    
(Intercept)-2.92    
failures-0.343   
schoolsupyes0.586   
famrel0.304   
absences0.0324  
G10.178   
G20.946   
(Intercept)-3.14    
failures-0.0957  
schoolsupyes0.165   
famrel0.352   
absences0.0488  
G10.109   
G20.998   
(Intercept)-3.87    
failures-0.247   
schoolsupyes0.75    
famrel0.383   
absences0.0471  
G10.175   
G20.978   
(Intercept)-2.96    
failures-0.0851  
schoolsupyes0.713   
famrel0.278   
absences0.0347  
G10.149   
G20.985   
(Intercept)-3.21    
failures-0.0812  
schoolsupyes0.47    
famrel0.24    
absences0.0418  
G10.153   
G20.996   
(Intercept)-3.02    
failures-0.174   
schoolsupyes0.836   
famrel0.293   
absences0.0361  
G10.132   
G20.989   
(Intercept)-3.23    
failures-0.179   
schoolsupyes0.172   
famrel0.256   
absences0.0429  
G10.178   
G20.973   
(Intercept)-1.21    
failures-0.0299  
schoolsupyes0.0949  
famrel0.167   
absences0.00604 
G10.00558 
G21.04    
(Intercept)-3.06    
failures-0.0905  
schoolsupyes0.737   
famrel0.18    
absences0.0392  
G10.13    
G21.03    
(Intercept)-3.13    
failures-0.182   
schoolsupyes0.774   
famrel0.209   
absences0.0265  
G10.193   
G20.968   
(Intercept)-4.2     
failures0.154   
schoolsupyes0.732   
famrel0.354   
absences0.0242  
G10.26    
G20.937   
(Intercept)-3.44    
failures-0.132   
schoolsupyes0.774   
famrel0.264   
absences0.033   
G10.158   
G21.02    
(Intercept)-3.24    
failures-0.598   
schoolsupyes0.4     
famrel0.494   
absences0.034   
G10.0643  
G21.02    
(Intercept)-3.83    
failures-0.443   
schoolsupyes0.622   
famrel0.435   
absences0.0755  
G10.142   
G20.982   
(Intercept)-2.81    
failures-0.29    
schoolsupyes0.564   
famrel0.31    
absences0.0272  
G10.152   
G20.964   
(Intercept)-4.05    
failures-0.0779  
schoolsupyes0.381   
famrel0.369   
absences0.0277  
G10.22    
G20.967   
(Intercept)-3.18    
failures-0.163   
schoolsupyes0.221   
famrel0.345   
absences0.0312  
G10.184   
G20.943   
(Intercept)-3.21    
failures-0.00504 
schoolsupyes0.0239  
famrel0.379   
absences0.0314  
G10.128   
G20.989   
(Intercept)-3.89    
failures-0.18    
schoolsupyes0.652   
famrel0.459   
absences0.047   
G10.15    
G20.987   
(Intercept)-3.2     
failures-0.327   
schoolsupyes0.514   
famrel0.386   
absences0.0309  
G10.115   
G20.998   
(Intercept)-3.25    
failures-0.178   
schoolsupyes0.625   
famrel0.312   
absences0.0234  
G10.212   
G20.936   
(Intercept)-3.18    
failures-0.252   
schoolsupyes0.344   
famrel0.244   
absences0.0281  
G10.188   
G20.965   
(Intercept)-3.59    
failures-0.505   
schoolsupyes0.314   
famrel0.534   
absences0.0448  
G10.13    
G20.969   
(Intercept)-3.26    
failures-0.471   
schoolsupyes0.911   
famrel0.243   
absences0.0595  
G10.136   
G21.02    
(Intercept)-3.4     
failures-0.528   
schoolsupyes0.35    
famrel0.409   
absences0.0629  
G10.116   
G20.999   
(Intercept)-3.67    
failures-0.153   
schoolsupyes0.371   
famrel0.347   
absences0.0457  
G10.22    
G20.937   
(Intercept)-3.34    
failures-0.19    
schoolsupyes0.604   
famrel0.353   
absences0.0574  
G10.165   
G20.964   
(Intercept)-3.45    
failures-0.2     
schoolsupyes0.414   
famrel0.32    
absences0.0397  
G10.128   
G21.02    
(Intercept)-4.57    
failures-0.0493  
schoolsupyes0.105   
famrel0.535   
absences0.0563  
G10.196   
G20.963   
(Intercept)-2.9     
failures-0.06    
schoolsupyes0.548   
famrel0.0913  
absences0.0707  
G10.214   
G20.955   
(Intercept)-3.45    
failures-0.44    
schoolsupyes0.641   
famrel0.327   
absences0.0656  
G10.173   
G20.96    
(Intercept)-1.69    
failures-0.566   
schoolsupyes0.291   
famrel0.099   
absences0.0498  
G10.121   
G20.97    
(Intercept)-3.17    
failures-0.537   
schoolsupyes0.328   
famrel0.313   
absences0.0239  
G10.156   
G20.987   
(Intercept)-2.37    
failures-0.653   
schoolsupyes0.502   
famrel0.329   
absences0.0264  
G10.0729  
G21.01    
(Intercept)-4.48    
failures0.153   
schoolsupyes0.168   
famrel0.497   
absences0.0369  
G10.165   
G21.01    
(Intercept)-3.86    
failures-0.225   
schoolsupyes0.415   
famrel0.387   
absences0.0496  
G10.107   
G21.05    
(Intercept)-4.56    
failures-0.192   
schoolsupyes0.573   
famrel0.64    
absences0.0589  
G10.127   
G20.997   
(Intercept)-3.08    
failures-0.0654  
schoolsupyes0.568   
famrel0.31    
absences0.0276  
G10.176   
G20.949   
(Intercept)-1.9     
failures-0.587   
schoolsupyes-0.0997  
famrel0.118   
absences0.0295  
G10.122   
G20.986   
(Intercept)-3.66    
failures-0.175   
schoolsupyes0.882   
famrel0.377   
absences0.0261  
G10.183   
G20.979   
(Intercept)-3.19    
failures-0.148   
schoolsupyes0.374   
famrel0.321   
absences0.0371  
G10.152   
G20.981   
(Intercept)-3.52    
failures-0.13    
schoolsupyes0.383   
famrel0.261   
absences0.0339  
G10.161   
G21.01    
(Intercept)-3.05    
failures0.0494  
schoolsupyes0.567   
famrel0.336   
absences0.0294  
G10.0906  
G21.02    
(Intercept)-3.96    
failures-0.16    
schoolsupyes0.545   
famrel0.451   
absences0.0386  
G10.126   
G21.02    
(Intercept)-2.03    
failures-0.112   
schoolsupyes0.389   
famrel0.211   
absences0.0219  
G10.126   
G20.961   
(Intercept)-2.46    
failures-0.0887  
schoolsupyes0.459   
famrel0.213   
absences0.0194  
G10.129   
G20.993   
(Intercept)-2.85    
failures-0.202   
schoolsupyes0.401   
famrel0.323   
absences0.0327  
G10.126   
G20.989   
(Intercept)-2.87    
failures0.0204  
schoolsupyes0.315   
famrel0.237   
absences0.0383  
G10.167   
G20.967   
(Intercept)-2.76    
failures-0.0253  
schoolsupyes0.325   
famrel0.283   
absences0.0268  
G10.146   
G20.965   
(Intercept)-2.28    
failures0.179   
schoolsupyes0.0508  
famrel0.146   
absences0.0252  
G10.106   
G21.02    
(Intercept)-3.61    
failures0.0205  
schoolsupyes0.654   
famrel0.31    
absences0.0374  
G10.189   
G20.968   
(Intercept)-3.31    
failures-0.31    
schoolsupyes0.868   
famrel0.279   
absences0.066   
G10.125   
G21.01    
(Intercept)-2.07    
failures-0.161   
schoolsupyes0.552   
famrel0.233   
absences0.0139  
G10.0921  
G20.997   
(Intercept)-3.55    
failures-0.0676  
schoolsupyes0.653   
famrel0.382   
absences0.0414  
G10.118   
G21.03    
(Intercept)-2.14    
failures-0.135   
schoolsupyes0.179   
famrel0.117   
absences0.0316  
G10.126   
G20.996   
(Intercept)-2.85    
failures-0.242   
schoolsupyes0.0209  
famrel0.285   
absences0.0262  
G10.133   
G20.989   
(Intercept)-3.75    
failures-0.485   
schoolsupyes0.356   
famrel0.358   
absences0.0639  
G10.172   
G20.984   
(Intercept)-3.62    
failures-0.397   
schoolsupyes0.885   
famrel0.511   
absences0.0429  
G10.0937  
G21       
(Intercept)-3.44    
failures-0.307   
schoolsupyes0.548   
famrel0.316   
absences0.0394  
G10.169   
G20.987   
(Intercept)-3.04    
failures-0.288   
schoolsupyes0.786   
famrel0.199   
absences0.0945  
G10.0984  
G21.03    
(Intercept)-1.88    
failures-0.566   
schoolsupyes0.461   
famrel0.0111  
absences0.051   
G10.164   
G20.954   
(Intercept)-3.13    
failures-0.305   
schoolsupyes0.46    
famrel0.205   
absences0.0476  
G10.116   
G21.04    
(Intercept)-2.85    
failures-0.0566  
schoolsupyes0.223   
famrel0.313   
absences0.0191  
G10.103   
G21.01    
(Intercept)-3.45    
failures0.0526  
schoolsupyes0.852   
famrel0.221   
absences0.0298  
G10.173   
G21.01    
(Intercept)-3       
failures-0.205   
schoolsupyes0.28    
famrel0.289   
absences0.044   
G10.121   
G21.01    
(Intercept)-2.25    
failures-0.348   
schoolsupyes0.0776  
famrel0.26    
absences0.0409  
G10.0965  
G20.982   
(Intercept)-1.98    
failures-0.203   
schoolsupyes0.0349  
famrel0.166   
absences0.0301  
G10.11    
G20.976   
(Intercept)-2.36    
failures-0.488   
schoolsupyes0.81    
famrel0.0941  
absences0.0301  
G10.183   
G20.965   
(Intercept)-2.87    
failures-0.213   
schoolsupyes0.217   
famrel0.289   
absences0.0271  
G10.148   
G20.98    
(Intercept)-3.45    
failures0.0472  
schoolsupyes0.919   
famrel0.241   
absences0.0305  
G10.22    
G20.948   
(Intercept)-2.08    
failures-0.154   
schoolsupyes0.23    
famrel0.268   
absences0.0255  
G10.0238  
G21.04    
(Intercept)-3.88    
failures-0.247   
schoolsupyes0.477   
famrel0.396   
absences0.0519  
G10.17    
G20.991   
(Intercept)-3.91    
failures-0.156   
schoolsupyes0.297   
famrel0.476   
absences0.044   
G10.143   
G20.996   
(Intercept)-3.86    
failures-0.07    
schoolsupyes0.627   
famrel0.373   
absences0.0237  
G10.138   
G21.03    
(Intercept)-2.66    
failures-0.242   
schoolsupyes0.488   
famrel0.307   
absences0.0285  
G10.091   
G21.01    
(Intercept)-4.35    
failures-0.621   
schoolsupyes-0.25    
famrel0.561   
absences0.0867  
G10.215   
G20.924   
(Intercept)-4.14    
failures-0.047   
schoolsupyes0.72    
famrel0.379   
absences0.0422  
G10.191   
G20.985   
(Intercept)-3.14    
failures-0.481   
schoolsupyes0.383   
famrel0.383   
absences0.0315  
G10.117   
G20.997   
(Intercept)-3.54    
failures-0.255   
schoolsupyes0.875   
famrel0.323   
absences0.0374  
G10.166   
G20.991   
(Intercept)-2.81    
failures-0.532   
schoolsupyes0.745   
famrel0.244   
absences0.0454  
G10.183   
G20.939   
(Intercept)-2.19    
failures-0.0794  
schoolsupyes0.266   
famrel0.197   
absences0.0159  
G10.137   
G20.97    
(Intercept)-3.09    
failures-0.354   
schoolsupyes0.488   
famrel0.401   
absences0.0286  
G10.163   
G20.949   
(Intercept)-3.31    
failures-0.156   
schoolsupyes0.572   
famrel0.404   
absences0.0322  
G10.135   
G20.984   
(Intercept)-2.39    
failures-0.374   
schoolsupyes0.273   
famrel0.147   
absences0.0357  
G10.154   
G20.97    
(Intercept)-2.61    
failures-0.307   
schoolsupyes0.413   
famrel0.153   
absences0.0393  
G10.108   
G21.03    
(Intercept)-1.94    
failures-0.376   
schoolsupyes0.37    
famrel0.108   
absences0.0367  
G10.166   
G20.95    
(Intercept)-2.17    
failures-0.26    
schoolsupyes0.284   
famrel0.146   
absences0.0203  
G10.125   
G20.988   
(Intercept)-3.99    
failures-0.28    
schoolsupyes0.46    
famrel0.427   
absences0.027   
G10.177   
G20.986   
(Intercept)-3.47    
failures-0.376   
schoolsupyes0.389   
famrel0.475   
absences0.0452  
G10.0927  
G21.01    
(Intercept)-4.59    
failures-0.123   
schoolsupyes0.72    
famrel0.377   
absences0.0527  
G10.259   
G20.947   
(Intercept)-5.4     
failures0.161   
schoolsupyes0.744   
famrel0.601   
absences0.0663  
G10.156   
G21.03    
(Intercept)-3.45    
failures-0.339   
schoolsupyes-0.427   
famrel0.462   
absences0.0554  
G10.193   
G20.908   
(Intercept)-3.33    
failures-0.305   
schoolsupyes-0.0232  
famrel0.498   
absences0.0459  
G10.0843  
G21.01    
(Intercept)-2.95    
failures-0.62    
schoolsupyes0.306   
famrel0.351   
absences0.0471  
G10.03    
G21.08    
(Intercept)-3.2     
failures-0.0853  
schoolsupyes0.892   
famrel0.27    
absences0.032   
G10.12    
G21.03    
(Intercept)-4.31    
failures-0.224   
schoolsupyes0.594   
famrel0.525   
absences0.0613  
G10.195   
G20.944   
(Intercept)-3.56    
failures-0.324   
schoolsupyes0.614   
famrel0.333   
absences0.039   
G10.18    
G20.973   
(Intercept)-3.73    
failures-0.365   
schoolsupyes0.828   
famrel0.439   
absences0.0265  
G10.17    
G20.965   
(Intercept)-3.29    
failures-0.314   
schoolsupyes0.771   
famrel0.35    
absences0.0331  
G10.19    
G20.94    
(Intercept)-2.98    
failures-0.522   
schoolsupyes0.645   
famrel0.27    
absences0.0555  
G10.171   
G20.955   
(Intercept)-2.54    
failures-0.00955 
schoolsupyes0.563   
famrel0.173   
absences0.0437  
G10.161   
G20.964   
(Intercept)-2.9     
failures-0.262   
schoolsupyes0.408   
famrel0.199   
absences0.0362  
G10.169   
G20.973   
(Intercept)-2.97    
failures-0.612   
schoolsupyes0.305   
famrel0.426   
absences0.0288  
G10.0914  
G20.998   
(Intercept)-3.32    
failures-0.207   
schoolsupyes0.0825  
famrel0.303   
absences0.0494  
G10.115   
G21.03    
(Intercept)-3.27    
failures-0.202   
schoolsupyes0.282   
famrel0.263   
absences0.0482  
G10.215   
G20.932   
(Intercept)-3.32    
failures-0.304   
schoolsupyes-0.0906  
famrel0.374   
absences0.0566  
G10.133   
G20.993   
(Intercept)-3.6     
failures-0.0273  
schoolsupyes0.11    
famrel0.387   
absences0.0472  
G10.178   
G20.96    
(Intercept)-3.8     
failures-0.206   
schoolsupyes0.888   
famrel0.387   
absences0.0391  
G10.228   
G20.924   
(Intercept)-2.96    
failures-0.264   
schoolsupyes0.271   
famrel0.355   
absences0.0406  
G10.151   
G20.953   
(Intercept)-2.53    
failures-0.0662  
schoolsupyes0.242   
famrel-0.00748 
absences0.0265  
G10.222   
G20.958   
(Intercept)-2.75    
failures-0.366   
schoolsupyes0.48    
famrel0.295   
absences0.0237  
G10.127   
G20.981   
(Intercept)-3.26    
failures-0.124   
schoolsupyes0.555   
famrel0.194   
absences0.0341  
G10.252   
G20.925   
(Intercept)-3.71    
failures-0.233   
schoolsupyes0.909   
famrel0.346   
absences0.0516  
G10.155   
G20.999   
(Intercept)-2.89    
failures-0.292   
schoolsupyes0.316   
famrel0.373   
absences0.042   
G10.0639  
G21.03    
(Intercept)-2.92    
failures-0.166   
schoolsupyes0.338   
famrel0.291   
absences0.0237  
G10.146   
G20.974   
(Intercept)-3.27    
failures-0.0916  
schoolsupyes0.617   
famrel0.278   
absences0.0535  
G10.171   
G20.98    
(Intercept)-3.4     
failures-0.105   
schoolsupyes0.695   
famrel0.38    
absences0.0211  
G10.161   
G20.973   
(Intercept)-3.46    
failures-0.28    
schoolsupyes0.351   
famrel0.399   
absences0.0658  
G10.119   
G21       
(Intercept)-2.57    
failures-0.27    
schoolsupyes0.342   
famrel0.221   
absences0.0399  
G10.165   
G20.951   
(Intercept)-2.77    
failures-0.351   
schoolsupyes0.535   
famrel0.314   
absences0.0228  
G10.147   
G20.963   
(Intercept)-3.99    
failures-0.0688  
schoolsupyes0.788   
famrel0.485   
absences0.0459  
G10.168   
G20.961   
(Intercept)-2.99    
failures-0.522   
schoolsupyes0.412   
famrel0.421   
absences0.0312  
G10.122   
G20.969   
(Intercept)-2.24    
failures-0.449   
schoolsupyes0.352   
famrel0.285   
absences0.0437  
G10.117   
G20.956   
(Intercept)-5.02    
failures-0.297   
schoolsupyes0.6     
famrel0.559   
absences0.0762  
G10.253   
G20.926   
(Intercept)-2.73    
failures0.0251  
schoolsupyes0.496   
famrel0.325   
absences0.0229  
G10.139   
G20.96    
(Intercept)-2.71    
failures-0.212   
schoolsupyes0.273   
famrel0.299   
absences0.0222  
G10.124   
G20.99    
(Intercept)-3.2     
failures-0.192   
schoolsupyes0.381   
famrel0.267   
absences0.036   
G10.146   
G20.999   
(Intercept)-3.46    
failures-0.241   
schoolsupyes0.0637  
famrel0.395   
absences0.0391  
G10.0883  
G21.04    
(Intercept)-2.77    
failures-0.192   
schoolsupyes0.423   
famrel0.307   
absences0.0223  
G10.125   
G20.985   
(Intercept)-3.17    
failures-0.182   
schoolsupyes0.585   
famrel0.295   
absences0.0266  
G10.125   
G21.02    
(Intercept)-3.86    
failures0.0222  
schoolsupyes0.934   
famrel0.356   
absences0.0387  
G10.194   
G20.973   
(Intercept)-3.04    
failures-0.262   
schoolsupyes0.743   
famrel0.206   
absences0.0451  
G10.194   
G20.957   
(Intercept)-3.27    
failures-0.267   
schoolsupyes0.625   
famrel0.339   
absences0.0429  
G10.175   
G20.953   
(Intercept)-3.05    
failures-0.606   
schoolsupyes0.625   
famrel0.276   
absences0.0426  
G10.174   
G20.959   
(Intercept)-2.47    
failures-0.629   
schoolsupyes-0.0988  
famrel0.391   
absences0.037   
G10.126   
G20.933   
(Intercept)-2.87    
failures-0.357   
schoolsupyes0.273   
famrel0.291   
absences0.0351  
G10.135   
G20.984   
(Intercept)-3.05    
failures-0.292   
schoolsupyes0.491   
famrel0.333   
absences0.0417  
G10.167   
G20.96    
(Intercept)-2.8     
failures-0.473   
schoolsupyes0.0433  
famrel0.287   
absences0.0353  
G10.167   
G20.955   
(Intercept)-4.67    
failures-0.0178  
schoolsupyes0.889   
famrel0.406   
absences0.0379  
G10.245   
G20.953   
(Intercept)-2.97    
failures-0.0941  
schoolsupyes0.57    
famrel0.239   
absences0.0421  
G10.134   
G20.994   
(Intercept)-3.48    
failures-0.189   
schoolsupyes1.14    
famrel0.339   
absences0.0424  
G10.0769  
G21.07    
(Intercept)-3.19    
failures-0.253   
schoolsupyes0.315   
famrel0.366   
absences0.0305  
G10.188   
G20.947   
(Intercept)-2.57    
failures0.102   
schoolsupyes0.463   
famrel0.146   
absences0.0308  
G10.161   
G20.982   
(Intercept)-4.03    
failures-0.168   
schoolsupyes0.638   
famrel0.367   
absences0.0807  
G10.137   
G21.02    
(Intercept)-2.25    
failures-0.0863  
schoolsupyes0.11    
famrel0.304   
absences0.0152  
G10.113   
G20.965   
(Intercept)-2.87    
failures-0.194   
schoolsupyes0.547   
famrel0.111   
absences0.0482  
G10.226   
G20.933   
(Intercept)-2.94    
failures-0.316   
schoolsupyes0.326   
famrel0.232   
absences0.0375  
G10.142   
G20.999   
(Intercept)-3.85    
failures-0.327   
schoolsupyes0.779   
famrel0.451   
absences0.0497  
G10.167   
G20.969   
(Intercept)-2.76    
failures-0.19    
schoolsupyes0.416   
famrel0.306   
absences0.00773 
G10.16    
G20.959   
(Intercept)-4.95    
failures0.0247  
schoolsupyes0.324   
famrel0.586   
absences0.0582  
G10.217   
G20.955   
(Intercept)-3.86    
failures-0.268   
schoolsupyes0.668   
famrel0.344   
absences0.0318  
G10.244   
G20.93    
(Intercept)-3.92    
failures-0.0685  
schoolsupyes0.446   
famrel0.355   
absences0.0657  
G10.121   
G21.03    
(Intercept)-2.79    
failures-0.359   
schoolsupyes0.22    
famrel0.307   
absences0.064   
G10.131   
G20.965   
(Intercept)-3.39    
failures-0.133   
schoolsupyes0.373   
famrel0.426   
absences0.0305  
G10.164   
G20.954   
(Intercept)-2.01    
failures-0.324   
schoolsupyes0.0661  
famrel0.296   
absences0.0329  
G10.0779  
G20.984   
(Intercept)-1.91    
failures-0.255   
schoolsupyes0.379   
famrel0.273   
absences0.0282  
G10.075   
G20.983   
(Intercept)-3.38    
failures-0.25    
schoolsupyes0.71    
famrel0.431   
absences0.0351  
G10.122   
G20.982   
(Intercept)-2.47    
failures-0.255   
schoolsupyes0.166   
famrel0.138   
absences0.0327  
G10.178   
G20.966   
(Intercept)-2.91    
failures-0.328   
schoolsupyes0.152   
famrel0.267   
absences0.0408  
G10.141   
G20.985   
(Intercept)-4.34    
failures-0.0589  
schoolsupyes0.785   
famrel0.473   
absences0.059   
G10.157   
G21       
(Intercept)-2.67    
failures-0.169   
schoolsupyes0.315   
famrel0.262   
absences0.0312  
G10.131   
G20.982   
(Intercept)-4.1     
failures-0.238   
schoolsupyes0.137   
famrel0.486   
absences0.05    
G10.151   
G20.999   
(Intercept)-2.79    
failures-0.189   
schoolsupyes0.747   
famrel0.119   
absences0.0345  
G10.219   
G20.941   
(Intercept)-4.02    
failures-0.0852  
schoolsupyes0.661   
famrel0.426   
absences0.0542  
G10.137   
G21.01    
(Intercept)-2.53    
failures-0.412   
schoolsupyes0.755   
famrel0.0907  
absences0.0849  
G10.153   
G20.979   
(Intercept)-3.39    
failures0.056   
schoolsupyes0.738   
famrel0.331   
absences0.0283  
G10.141   
G21.01    
(Intercept)-2.07    
failures-0.151   
schoolsupyes0.668   
famrel0.0929  
absences0.027   
G10.139   
G20.985   
(Intercept)-2.02    
failures-0.375   
schoolsupyes0.23    
famrel0.281   
absences0.0257  
G10.0918  
G20.98    
(Intercept)-2.99    
failures-0.099   
schoolsupyes0.153   
famrel0.288   
absences0.0238  
G10.223   
G20.912   
(Intercept)-2.7     
failures-0.467   
schoolsupyes0.66    
famrel0.257   
absences0.0268  
G10.0763  
G21.05    
(Intercept)-3.04    
failures-0.301   
schoolsupyes0.414   
famrel0.321   
absences0.0407  
G10.0654  
G21.06    
(Intercept)-2.64    
failures-0.156   
schoolsupyes0.588   
famrel0.285   
absences0.0356  
G10.0953  
G21       
(Intercept)-3.59    
failures-0.169   
schoolsupyes0.366   
famrel0.293   
absences0.0844  
G10.179   
G20.98    
(Intercept)-3.86    
failures0.109   
schoolsupyes0.888   
famrel0.325   
absences0.0507  
G10.166   
G20.992   
(Intercept)-3.89    
failures-0.187   
schoolsupyes0.354   
famrel0.481   
absences0.0573  
G10.138   
G20.984   
(Intercept)-2.19    
failures-0.246   
schoolsupyes0.493   
famrel0.0538  
absences0.0224  
G10.171   
G20.97    
(Intercept)-3.77    
failures-0.368   
schoolsupyes0.471   
famrel0.409   
absences0.0312  
G10.182   
G20.967   
(Intercept)-4.04    
failures-0.0481  
schoolsupyes-0.0891  
famrel0.429   
absences0.0437  
G10.171   
G20.982   
(Intercept)-2.65    
failures-0.309   
schoolsupyes0.438   
famrel0.24    
absences0.0469  
G10.155   
G20.969   
(Intercept)-2.76    
failures-0.498   
schoolsupyes0.764   
famrel0.227   
absences0.0299  
G10.137   
G20.987   
(Intercept)-3.85    
failures0.222   
schoolsupyes0.267   
famrel0.41    
absences0.0395  
G10.153   
G20.998   
(Intercept)-3.48    
failures-0.0906  
schoolsupyes0.405   
famrel0.319   
absences0.0415  
G10.134   
G21.02    
(Intercept)-2.56    
failures-0.306   
schoolsupyes0.7     
famrel0.278   
absences0.0203  
G10.124   
G20.982   
(Intercept)-3.53    
failures-0.215   
schoolsupyes0.453   
famrel0.356   
absences0.0581  
G10.126   
G21       
(Intercept)-3.2     
failures-0.113   
schoolsupyes0.103   
famrel0.365   
absences0.0477  
G10.139   
G20.974   
(Intercept)-4.84    
failures-0.311   
schoolsupyes0.499   
famrel0.576   
absences0.0449  
G10.188   
G20.982   
(Intercept)-4       
failures-0.0249  
schoolsupyes0.253   
famrel0.363   
absences0.0653  
G10.201   
G20.957   
(Intercept)-2.43    
failures-0.0183  
schoolsupyes0.084   
famrel0.252   
absences0.0382  
G10.124   
G20.973   
(Intercept)-2.47    
failures-0.112   
schoolsupyes0.248   
famrel0.243   
absences0.0257  
G10.154   
G20.957   
(Intercept)-2.74    
failures-0.137   
schoolsupyes0.178   
famrel0.225   
absences0.0232  
G10.175   
G20.956   
(Intercept)-3.69    
failures-0.305   
schoolsupyes0.71    
famrel0.434   
absences0.0374  
G10.188   
G20.946   
(Intercept)-2.61    
failures-0.21    
schoolsupyes0.323   
famrel0.215   
absences0.0174  
G10.136   
G20.997   
(Intercept)-3.85    
failures0.0293  
schoolsupyes1.02    
famrel0.391   
absences0.06    
G10.191   
G20.954   
(Intercept)-3.56    
failures-0.26    
schoolsupyes0.515   
famrel0.3     
absences0.0259  
G10.179   
G20.985   
(Intercept)-3.64    
failures-0.184   
schoolsupyes0.571   
famrel0.286   
absences0.0472  
G10.224   
G20.945   
(Intercept)-3.25    
failures-0.271   
schoolsupyes0.622   
famrel0.198   
absences0.0393  
G10.194   
G20.976   
(Intercept)-3.03    
failures-0.423   
schoolsupyes0.584   
famrel0.381   
absences0.0209  
G10.109   
G21       
(Intercept)-0.844   
failures-0.405   
schoolsupyes0.112   
famrel0.0735  
absences0.0205  
G10.0736  
G20.968   
(Intercept)-3.43    
failures-0.0892  
schoolsupyes0.561   
famrel0.303   
absences0.0565  
G10.126   
G21.02    
(Intercept)-4.04    
failures-0.374   
schoolsupyes0.585   
famrel0.49    
absences0.0629  
G10.179   
G20.955   
(Intercept)-3.71    
failures0.00884 
schoolsupyes0.601   
famrel0.529   
absences0.0299  
G10.111   
G21       
(Intercept)-4.24    
failures-0.482   
schoolsupyes0.542   
famrel0.476   
absences0.0681  
G10.131   
G21.03    
(Intercept)-3.3     
failures-0.132   
schoolsupyes0.627   
famrel0.357   
absences0.0432  
G10.153   
G20.98    
(Intercept)-3.9     
failures-0.112   
schoolsupyes0.78    
famrel0.382   
absences0.0735  
G10.165   
G20.981   
(Intercept)-3.33    
failures-0.145   
schoolsupyes0.367   
famrel0.256   
absences0.0599  
G10.192   
G20.963   
(Intercept)-4.42    
failures-0.332   
schoolsupyes0.849   
famrel0.444   
absences0.0433  
G10.201   
G20.979   
(Intercept)-2.64    
failures-0.0804  
schoolsupyes0.877   
famrel0.239   
absences0.033   
G10.134   
G20.981   
(Intercept)-3.27    
failures-0.138   
schoolsupyes0.565   
famrel0.279   
absences0.0347  
G10.161   
G20.981   
(Intercept)-3.01    
failures-0.00111 
schoolsupyes0.611   
famrel0.281   
absences0.0303  
G10.154   
G20.978   
(Intercept)-2.19    
failures-0.202   
schoolsupyes0.759   
famrel0.133   
absences0.0434  
G10.139   
G20.979   
(Intercept)-2.94    
failures-0.447   
schoolsupyes0.47    
famrel0.4     
absences0.047   
G10.0988  
G20.986   
(Intercept)-2.23    
failures0.0228  
schoolsupyes0.609   
famrel0.169   
absences0.0412  
G10.152   
G20.953   
(Intercept)-2.98    
failures-0.253   
schoolsupyes0.111   
famrel0.237   
absences0.0272  
G10.158   
G20.985   
(Intercept)-2.83    
failures-0.414   
schoolsupyes0.116   
famrel0.434   
absences0.0375  
G10.129   
G20.948   
(Intercept)-3.32    
failures-0.359   
schoolsupyes0.82    
famrel0.102   
absences0.0495  
G10.225   
G20.974   
(Intercept)-2.86    
failures-0.338   
schoolsupyes0.773   
famrel0.17    
absences0.034   
G10.189   
G20.969   
(Intercept)-3.82    
failures-0.153   
schoolsupyes0.542   
famrel0.322   
absences0.0434  
G10.147   
G21.02    
(Intercept)-2.49    
failures-0.0489  
schoolsupyes0.548   
famrel0.242   
absences0.0145  
G10.0815  
G21.03    
(Intercept)-4.23    
failures-0.317   
schoolsupyes0.458   
famrel0.495   
absences0.0365  
G10.164   
G20.996   
(Intercept)-3.1     
failures-0.253   
schoolsupyes0.838   
famrel0.206   
absences0.0437  
G10.207   
G20.943   
(Intercept)-2.84    
failures-0.273   
schoolsupyes0.8     
famrel0.168   
absences0.0402  
G10.174   
G20.975   
(Intercept)-2.11    
failures-0.471   
schoolsupyes0.368   
famrel0.221   
absences0.0243  
G10.0377  
G21.06    
(Intercept)-3.46    
failures-0.233   
schoolsupyes0.177   
famrel0.394   
absences0.0869  
G10.115   
G21       
(Intercept)-3.96    
failures-0.0598  
schoolsupyes0.604   
famrel0.364   
absences0.0377  
G10.197   
G20.984   
(Intercept)-2.96    
failures-0.226   
schoolsupyes0.335   
famrel0.296   
absences0.0338  
G10.173   
G20.951   
(Intercept)-3.96    
failures-0.179   
schoolsupyes0.187   
famrel0.531   
absences0.0366  
G10.118   
G21.01    
(Intercept)-3.86    
failures-0.253   
schoolsupyes1.07    
famrel0.352   
absences0.064   
G10.192   
G20.976   
(Intercept)-3.45    
failures-0.0767  
schoolsupyes0.553   
famrel0.284   
absences0.0392  
G10.17    
G20.99    
(Intercept)-3.46    
failures-0.226   
schoolsupyes0.363   
famrel0.389   
absences0.0508  
G10.122   
G21.01    
(Intercept)-3.19    
failures-0.473   
schoolsupyes0.226   
famrel0.326   
absences0.0418  
G10.134   
G21       
(Intercept)-1.66    
failures-0.575   
schoolsupyes-0.000277
famrel0.161   
absences0.0398  
G10.0948  
G20.981   
(Intercept)-2.99    
failures-0.147   
schoolsupyes0.124   
famrel0.329   
absences0.0323  
G10.148   
G20.974   
(Intercept)-2.75    
failures-0.374   
schoolsupyes0.602   
famrel0.224   
absences0.0359  
G10.129   
G20.999   
(Intercept)-3.84    
failures-0.188   
schoolsupyes0.495   
famrel0.419   
absences0.0466  
G10.147   
G20.998   
(Intercept)-3.69    
failures-0.359   
schoolsupyes0.322   
famrel0.413   
absences0.0212  
G10.102   
G21.05    
(Intercept)-3.52    
failures-0.246   
schoolsupyes0.589   
famrel0.213   
absences0.0444  
G10.226   
G20.965   
(Intercept)-3.14    
failures-0.263   
schoolsupyes0.471   
famrel0.281   
absences0.0244  
G10.158   
G20.987   
(Intercept)-5.05    
failures-0.393   
schoolsupyes1.05    
famrel0.47    
absences0.0493  
G10.199   
G21.01    
(Intercept)-2.47    
failures-0.165   
schoolsupyes0.101   
famrel0.232   
absences0.0271  
G10.144   
G20.976   
(Intercept)-3.68    
failures-0.000206
schoolsupyes0.512   
famrel0.307   
absences0.0295  
G10.179   
G20.987   
(Intercept)-2.88    
failures-0.115   
schoolsupyes0.22    
famrel0.215   
absences0.0316  
G10.187   
G20.962   
(Intercept)-2.09    
failures-0.285   
schoolsupyes0.366   
famrel0.155   
absences0.036   
G10.137   
G20.961   
(Intercept)-2.92    
failures-0.506   
schoolsupyes0.392   
famrel0.39    
absences0.0269  
G10.104   
G20.986   
(Intercept)-3.27    
failures-0.0027  
schoolsupyes0.609   
famrel0.271   
absences0.0466  
G10.196   
G20.95    
(Intercept)-3.93    
failures-0.248   
schoolsupyes0.809   
famrel0.322   
absences0.0395  
G10.18    
G21.01    
(Intercept)-3.29    
failures-0.305   
schoolsupyes0.68    
famrel0.328   
absences0.0312  
G10.195   
G20.945   
(Intercept)-3.08    
failures-0.0027  
schoolsupyes0.456   
famrel0.385   
absences0.0199  
G10.116   
G20.998   
(Intercept)-2.41    
failures-0.021   
schoolsupyes0.256   
famrel0.198   
absences0.0262  
G10.117   
G20.997   
(Intercept)-2.11    
failures-0.272   
schoolsupyes0.32    
famrel0.177   
absences0.0287  
G10.109   
G20.986   
(Intercept)-3.92    
failures-0.413   
schoolsupyes0.407   
famrel0.515   
absences0.0497  
G10.152   
G20.976   
(Intercept)-2.5     
failures-0.462   
schoolsupyes0.704   
famrel0.256   
absences0.0334  
G10.0926  
G21.01    
(Intercept)-2.82    
failures-0.107   
schoolsupyes0.0681  
famrel0.3     
absences0.0342  
G10.125   
G20.99    
(Intercept)-2.69    
failures-0.15    
schoolsupyes0.206   
famrel0.233   
absences0.026   
G10.0734  
G21.05    
(Intercept)-4.15    
failures-0.363   
schoolsupyes0.856   
famrel0.513   
absences0.0616  
G10.139   
G20.988   
(Intercept)-3.2     
failures-0.0636  
schoolsupyes0.347   
famrel0.315   
absences0.0557  
G10.162   
G20.958   
(Intercept)-3.08    
failures-0.153   
schoolsupyes0.552   
famrel0.363   
absences0.0397  
G10.107   
G21       
(Intercept)-3.88    
failures-0.194   
schoolsupyes0.549   
famrel0.469   
absences0.0404  
G10.148   
G20.984   
(Intercept)-2.43    
failures-0.251   
schoolsupyes0.709   
famrel0.118   
absences0.0342  
G10.127   
G20.998   
(Intercept)-2.75    
failures-0.155   
schoolsupyes-0.0409  
famrel0.454   
absences0.0194  
G10.0511  
G21.02    
(Intercept)-4.82    
failures0.0687  
schoolsupyes0.625   
famrel0.564   
absences0.0554  
G10.183   
G20.982   
(Intercept)-3.6     
failures0.00153 
schoolsupyes0.52    
famrel0.398   
absences0.036   
G10.16    
G20.974   
(Intercept)-2.91    
failures-0.604   
schoolsupyes0.243   
famrel0.327   
absences0.0366  
G10.111   
G21       
(Intercept)-4.26    
failures-0.134   
schoolsupyes0.297   
famrel0.518   
absences0.0475  
G10.153   
G20.992   
(Intercept)-2.59    
failures-0.224   
schoolsupyes0.243   
famrel0.36    
absences0.0176  
G10.0689  
G21.02    
(Intercept)-3.58    
failures-0.0878  
schoolsupyes0.56    
famrel0.342   
absences0.0528  
G10.12    
G21.02    
(Intercept)-3.36    
failures-0.49    
schoolsupyes0.701   
famrel0.48    
absences0.0289  
G10.118   
G20.976   
(Intercept)-3.77    
failures-0.152   
schoolsupyes0.768   
famrel0.358   
absences0.0707  
G10.153   
G20.997   
(Intercept)-2.99    
failures-0.309   
schoolsupyes0.391   
famrel0.369   
absences0.0338  
G10.101   
G21.01    
(Intercept)-2.12    
failures-0.644   
schoolsupyes0.00995 
famrel0.313   
absences0.0381  
G10.0923  
G20.963   
(Intercept)-4.04    
failures-0.221   
schoolsupyes0.732   
famrel0.474   
absences0.0555  
G10.16    
G20.98    
(Intercept)-4.24    
failures-0.54    
schoolsupyes1       
famrel0.382   
absences0.0956  
G10.171   
G21       
(Intercept)-3.12    
failures-0.523   
schoolsupyes0.572   
famrel0.336   
absences0.0909  
G10.172   
G20.934   
(Intercept)-3.04    
failures-0.16    
schoolsupyes0.521   
famrel0.341   
absences0.0238  
G10.112   
G20.998   
(Intercept)-2.36    
failures-0.0494  
schoolsupyes0.309   
famrel0.243   
absences0.0385  
G10.0855  
G21       
(Intercept)-4.41    
failures-0.203   
schoolsupyes0.614   
famrel0.586   
absences0.0356  
G10.104   
G21.03    
(Intercept)-3.84    
failures-0.00574 
schoolsupyes-0.0275  
famrel0.413   
absences0.0307  
G10.159   
G20.998   
(Intercept)-2.94    
failures-0.214   
schoolsupyes0.456   
famrel0.3     
absences0.0342  
G10.125   
G21       
(Intercept)-3.11    
failures-0.0901  
schoolsupyes0.235   
famrel0.398   
absences0.0278  
G10.109   
G20.999   
(Intercept)-2.9     
failures-0.431   
schoolsupyes0.286   
famrel0.341   
absences0.0331  
G10.137   
G20.972   
(Intercept)-3.43    
failures0.0112  
schoolsupyes0.417   
famrel0.365   
absences0.0309  
G10.16    
G20.968   
(Intercept)-4.16    
failures-0.272   
schoolsupyes0.454   
famrel0.443   
absences0.0426  
G10.185   
G20.976   
(Intercept)-3.18    
failures-0.512   
schoolsupyes0.128   
famrel0.429   
absences0.0356  
G10.0882  
G21.03    
(Intercept)-4.28    
failures-0.0436  
schoolsupyes0.603   
famrel0.348   
absences0.0688  
G10.199   
G20.998   
(Intercept)-2.26    
failures-0.147   
schoolsupyes0.0783  
famrel0.255   
absences0.0302  
G10.0986  
G20.995   
(Intercept)-2.88    
failures-0.381   
schoolsupyes0.513   
famrel0.213   
absences0.0429  
G10.227   
G20.917   
(Intercept)-3       
failures-0.205   
schoolsupyes0.695   
famrel0.254   
absences0.0335  
G10.165   
G20.971   
(Intercept)-3.05    
failures-0.022   
schoolsupyes0.468   
famrel0.28    
absences0.0397  
G10.135   
G21       
(Intercept)-3.02    
failures-0.161   
schoolsupyes0.861   
famrel0.343   
absences0.0255  
G10.101   
G21.02    
(Intercept)-3.56    
failures-0.302   
schoolsupyes0.618   
famrel0.252   
absences0.0488  
G10.23    
G20.943   
(Intercept)-3.62    
failures-0.315   
schoolsupyes0.133   
famrel0.521   
absences0.0357  
G10.122   
G20.984   
(Intercept)-3.2     
failures-0.254   
schoolsupyes0.634   
famrel0.263   
absences0.0286  
G10.126   
G21.02    
(Intercept)-3.38    
failures-0.643   
schoolsupyes0.474   
famrel0.419   
absences0.0778  
G10.102   
G20.996   
(Intercept)-3.23    
failures-0.207   
schoolsupyes0.829   
famrel0.237   
absences0.0404  
G10.169   
G20.985   
(Intercept)-3.3     
failures-0.471   
schoolsupyes0.565   
famrel0.392   
absences0.0485  
G10.13    
G20.99    
(Intercept)-2.34    
failures0.0835  
schoolsupyes0.181   
famrel0.256   
absences0.0254  
G10.126   
G20.97    
(Intercept)-2.48    
failures-0.211   
schoolsupyes0.385   
famrel0.291   
absences0.0321  
G10.0884  
G21.01    
(Intercept)-4.63    
failures-0.22    
schoolsupyes0.236   
famrel0.667   
absences0.0466  
G10.101   
G21.03    
(Intercept)-3.88    
failures-0.0823  
schoolsupyes-0.235   
famrel0.359   
absences0.051   
G10.217   
G20.944   
(Intercept)-2.6     
failures-0.345   
schoolsupyes0.273   
famrel0.302   
absences0.0414  
G10.0684  
G21.02    
(Intercept)-3.2     
failures-0.338   
schoolsupyes0.15    
famrel0.425   
absences0.031   
G10.148   
G20.968   
(Intercept)-2.64    
failures-0.381   
schoolsupyes0.531   
famrel0.121   
absences0.0609  
G10.142   
G20.996   
(Intercept)-3.48    
failures-0.0986  
schoolsupyes0.401   
famrel0.379   
absences0.0274  
G10.167   
G20.975   
(Intercept)-3.36    
failures-0.14    
schoolsupyes-0.024   
famrel0.501   
absences0.0313  
G10.151   
G20.95    
(Intercept)-2.93    
failures-0.478   
schoolsupyes0.441   
famrel0.286   
absences0.0315  
G10.118   
G21.01    
(Intercept)-1.92    
failures-0.583   
schoolsupyes0.0172  
famrel0.209   
absences0.0293  
G10.129   
G20.958   
(Intercept)-2.38    
failures-0.693   
schoolsupyes0.562   
famrel0.183   
absences0.0315  
G10.177   
G20.939   
(Intercept)-3.96    
failures-0.0996  
schoolsupyes0.257   
famrel0.38    
absences0.051   
G10.199   
G20.968   
(Intercept)-3.51    
failures-0.33    
schoolsupyes0.913   
famrel0.294   
absences0.063   
G10.223   
G20.928   
(Intercept)-4.27    
failures-0.215   
schoolsupyes0.302   
famrel0.444   
absences0.087   
G10.175   
G20.973   
(Intercept)-3.11    
failures-0.0833  
schoolsupyes0.769   
famrel0.197   
absences0.0275  
G10.171   
G20.985   
(Intercept)-2.34    
failures-0.532   
schoolsupyes0.761   
famrel0.161   
absences0.0447  
G10.105   
G21.01    
(Intercept)-2.46    
failures-0.541   
schoolsupyes0.169   
famrel0.24    
absences0.0342  
G10.171   
G20.942   
(Intercept)-4.21    
failures-0.0837  
schoolsupyes0.369   
famrel0.409   
absences0.0324  
G10.178   
G21       
(Intercept)-2.8     
failures0.18    
schoolsupyes0.0682  
famrel0.327   
absences0.0182  
G10.112   
G21       
(Intercept)-2.1     
failures-0.455   
schoolsupyes0.38    
famrel0.13    
absences0.0517  
G10.0957  
G21       
(Intercept)-4.12    
failures-0.315   
schoolsupyes0.479   
famrel0.561   
absences0.0319  
G10.148   
G20.983   
(Intercept)-4.05    
failures-0.145   
schoolsupyes0.352   
famrel0.365   
absences0.0622  
G10.213   
G20.952   
(Intercept)-3.17    
failures-0.145   
schoolsupyes0.71    
famrel0.318   
absences0.0321  
G10.146   
G20.986   
(Intercept)-3.12    
failures-0.342   
schoolsupyes0.421   
famrel0.287   
absences0.0424  
G10.144   
G20.992   
(Intercept)-4.98    
failures-0.228   
schoolsupyes0.67    
famrel0.678   
absences0.04    
G10.124   
G21.03    
(Intercept)-2.88    
failures-0.507   
schoolsupyes0.532   
famrel0.255   
absences0.0568  
G10.122   
G21       
(Intercept)-4.23    
failures-0.177   
schoolsupyes0.411   
famrel0.432   
absences0.0548  
G10.163   
G21       
(Intercept)-3.24    
failures-0.107   
schoolsupyes0.0905  
famrel0.223   
absences0.0606  
G10.194   
G20.97    
(Intercept)-1.21    
failures-0.398   
schoolsupyes0.318   
famrel0.0688  
absences0.0232  
G10.0991  
G20.974   
(Intercept)-3.93    
failures-0.252   
schoolsupyes0.449   
famrel0.368   
absences0.068   
G10.207   
G20.954   
(Intercept)-3.42    
failures0.00666 
schoolsupyes0.28    
famrel0.349   
absences0.033   
G10.129   
G21.01    
(Intercept)-3.15    
failures-0.271   
schoolsupyes0.258   
famrel0.354   
absences0.027   
G10.127   
G21       
(Intercept)-3.34    
failures-0.187   
schoolsupyes0.928   
famrel0.216   
absences0.0661  
G10.178   
G20.976   
(Intercept)-3.2     
failures-0.378   
schoolsupyes0.614   
famrel0.298   
absences0.0675  
G10.147   
G20.98    
(Intercept)-3.37    
failures-0.739   
schoolsupyes0.838   
famrel0.17    
absences0.0773  
G10.263   
G20.912   
(Intercept)-3.03    
failures-0.328   
schoolsupyes0.615   
famrel0.264   
absences0.0689  
G10.169   
G20.96    
(Intercept)-3.8     
failures-0.387   
schoolsupyes0.914   
famrel0.377   
absences0.0486  
G10.158   
G20.991   
(Intercept)-3.8     
failures0.0572  
schoolsupyes0.131   
famrel0.331   
absences0.0672  
G10.136   
G21.03    
(Intercept)-3.44    
failures-0.511   
schoolsupyes0.377   
famrel0.397   
absences0.0386  
G10.0872  
G21.04    
(Intercept)-3.09    
failures-0.383   
schoolsupyes0.228   
famrel0.255   
absences0.0456  
G10.226   
G20.919   
(Intercept)-3.32    
failures-0.572   
schoolsupyes1.01    
famrel0.226   
absences0.036   
G10.207   
G20.96    
(Intercept)-4.12    
failures-0.334   
schoolsupyes0.127   
famrel0.641   
absences0.0381  
G10.123   
G20.979   
(Intercept)-2.73    
failures-0.347   
schoolsupyes0.578   
famrel0.256   
absences0.0202  
G10.133   
G20.989   
(Intercept)-2.66    
failures-0.305   
schoolsupyes0.368   
famrel0.263   
absences0.0434  
G10.131   
G20.977   
(Intercept)-2.27    
failures-0.497   
schoolsupyes0.404   
famrel0.277   
absences0.0254  
G10.118   
G20.969   
(Intercept)-3.04    
failures-0.114   
schoolsupyes0.562   
famrel0.15    
absences0.0561  
G10.17    
G20.997   
(Intercept)-4.11    
failures-0.0687  
schoolsupyes0.554   
famrel0.324   
absences0.0317  
G10.242   
G20.958   
(Intercept)-4.57    
failures-0.164   
schoolsupyes0.958   
famrel0.429   
absences0.0376  
G10.213   
G20.981   
(Intercept)-2.68    
failures-0.233   
schoolsupyes0.459   
famrel0.235   
absences0.0835  
G10.133   
G20.961   
(Intercept)-3.17    
failures-0.452   
schoolsupyes0.436   
famrel0.264   
absences0.0563  
G10.189   
G20.952   
(Intercept)-3.29    
failures-0.187   
schoolsupyes0.375   
famrel0.324   
absences0.0621  
G10.13    
G21       
(Intercept)-4.01    
failures0.141   
schoolsupyes0.53    
famrel0.284   
absences0.0591  
G10.234   
G20.954   
(Intercept)-2.8     
failures-0.244   
schoolsupyes0.0904  
famrel0.347   
absences0.0316  
G10.128   
G20.968   
(Intercept)-2.94    
failures-0.206   
schoolsupyes0.458   
famrel0.251   
absences0.0356  
G10.165   
G20.973   
(Intercept)-2.56    
failures-0.54    
schoolsupyes0.507   
famrel0.227   
absences0.041   
G10.133   
G20.981   
(Intercept)-4.08    
failures-0.316   
schoolsupyes0.742   
famrel0.463   
absences0.0353  
G10.229   
G20.928   
(Intercept)-4.4     
failures-0.11    
schoolsupyes0.878   
famrel0.392   
absences0.0575  
G10.118   
G21.06    
(Intercept)-3.46    
failures-0.206   
schoolsupyes0.596   
famrel0.32    
absences0.0467  
G10.154   
G20.995   
(Intercept)-2.81    
failures-0.21    
schoolsupyes0.822   
famrel0.325   
absences0.0416  
G10.113   
G20.988   
(Intercept)-3.88    
failures-0.0532  
schoolsupyes0.651   
famrel0.351   
absences0.0583  
G10.227   
G20.934   
(Intercept)-1.91    
failures-0.121   
schoolsupyes0.229   
famrel0.204   
absences0.0201  
G10.114   
G20.969   
(Intercept)-3.56    
failures-0.359   
schoolsupyes0.251   
famrel0.366   
absences0.0619  
G10.151   
G20.986   
(Intercept)-2.38    
failures-0.105   
schoolsupyes0.319   
famrel0.27    
absences0.0355  
G10.12    
G20.975   
(Intercept)-3.22    
failures-0.21    
schoolsupyes0.309   
famrel0.244   
absences0.0435  
G10.183   
G20.97    
(Intercept)-3.32    
failures0.1     
schoolsupyes0.158   
famrel0.312   
absences0.0327  
G10.168   
G20.972   
(Intercept)-3.6     
failures-0.204   
schoolsupyes0.281   
famrel0.406   
absences0.0264  
G10.126   
G21.03    
(Intercept)-4       
failures-0.157   
schoolsupyes0.661   
famrel0.45    
absences0.0714  
G10.134   
G21.01    
(Intercept)-2.05    
failures0.0219  
schoolsupyes0.487   
famrel0.218   
absences0.0143  
G10.103   
G20.987   
(Intercept)-3.71    
failures-0.0796  
schoolsupyes0.563   
famrel0.377   
absences0.0452  
G10.251   
G20.898   
(Intercept)-3.33    
failures-0.131   
schoolsupyes0.496   
famrel0.186   
absences0.0612  
G10.174   
G20.993   
(Intercept)-2.72    
failures-0.00132 
schoolsupyes0.506   
famrel0.125   
absences0.0396  
G10.121   
G21.03    
(Intercept)-5.02    
failures-0.463   
schoolsupyes0.522   
famrel0.535   
absences0.045   
G10.23    
G20.968   
(Intercept)-4.02    
failures-0.538   
schoolsupyes0.619   
famrel0.509   
absences0.0425  
G10.195   
G20.942   
(Intercept)-3.33    
failures-0.393   
schoolsupyes0.849   
famrel0.247   
absences0.0345  
G10.141   
G21.02    
(Intercept)-3.68    
failures-0.077   
schoolsupyes0.792   
famrel0.417   
absences0.0366  
G10.144   
G21       
(Intercept)-2.69    
failures-0.133   
schoolsupyes0.519   
famrel0.313   
absences0.0559  
G10.131   
G20.964   
(Intercept)-2.59    
failures-0.372   
schoolsupyes0.0725  
famrel0.358   
absences0.0312  
G10.11    
G20.978   
(Intercept)-3.91    
failures0.021   
schoolsupyes0.625   
famrel0.416   
absences0.0359  
G10.111   
G21.04    
(Intercept)-3.04    
failures-0.286   
schoolsupyes0.497   
famrel0.357   
absences0.0432  
G10.125   
G20.984   
(Intercept)-3.48    
failures-0.335   
schoolsupyes0.652   
famrel0.413   
absences0.0314  
G10.137   
G20.982   
(Intercept)-3.06    
failures-0.432   
schoolsupyes0.794   
famrel0.342   
absences0.0447  
G10.13    
G20.978   
(Intercept)-2.94    
failures-0.293   
schoolsupyes0.0413  
famrel0.379   
absences0.0515  
G10.132   
G20.964   
(Intercept)-1.95    
failures-0.431   
schoolsupyes0.706   
famrel0.183   
absences0.0533  
G10.0713  
G21.01    
(Intercept)-2.07    
failures-0.0474  
schoolsupyes0.308   
famrel0.221   
absences0.019   
G10.105   
G20.987   
(Intercept)-3.69    
failures-0.0344  
schoolsupyes0.463   
famrel0.427   
absences0.0243  
G10.205   
G20.935   
(Intercept)-3.93    
failures0.119   
schoolsupyes0.765   
famrel0.425   
absences0.046   
G10.159   
G20.988   
(Intercept)-2.43    
failures-0.657   
schoolsupyes0.58    
famrel0.311   
absences0.0318  
G10.067   
G21.02    
(Intercept)-2.44    
failures-0.162   
schoolsupyes0.33    
famrel0.333   
absences0.0358  
G10.0649  
G21.01    
(Intercept)-1.99    
failures-0.523   
schoolsupyes0.374   
famrel0.281   
absences0.0242  
G10.104   
G20.967   
(Intercept)-4.55    
failures-0.205   
schoolsupyes0.933   
famrel0.442   
absences0.0721  
G10.228   
G20.956   
(Intercept)-3.3     
failures-0.389   
schoolsupyes0.193   
famrel0.423   
absences0.0438  
G10.119   
G20.992   
(Intercept)-4.01    
failures-0.232   
schoolsupyes0.572   
famrel0.557   
absences0.0436  
G10.136   
G20.98    
(Intercept)-2.77    
failures-0.381   
schoolsupyes0.675   
famrel0.24    
absences0.0417  
G10.191   
G20.933   
(Intercept)-2.48    
failures-0.209   
schoolsupyes0.305   
famrel0.226   
absences0.0298  
G10.129   
G20.986   
(Intercept)-4.31    
failures-0.184   
schoolsupyes0.48    
famrel0.49    
absences0.051   
G10.19    
G20.966   
(Intercept)-2.94    
failures-0.324   
schoolsupyes0.187   
famrel0.362   
absences0.0497  
G10.0795  
G21.03    
(Intercept)-3.09    
failures-0.263   
schoolsupyes0.407   
famrel0.33    
absences0.0354  
G10.143   
G20.976   
(Intercept)-2.58    
failures-0.144   
schoolsupyes0.204   
famrel0.353   
absences0.0214  
G10.157   
G20.925   
(Intercept)-3.34    
failures-0.245   
schoolsupyes0.469   
famrel0.4     
absences0.0402  
G10.131   
G20.984   
(Intercept)-4.22    
failures0.0423  
schoolsupyes0.437   
famrel0.363   
absences0.0498  
G10.22    
G20.966   
(Intercept)-2.74    
failures-0.322   
schoolsupyes0.0701  
famrel0.235   
absences0.0335  
G10.161   
G20.967   
(Intercept)-4.06    
failures0.00228 
schoolsupyes0.775   
famrel0.489   
absences0.0359  
G10.152   
G20.991   
(Intercept)-3.83    
failures-0.279   
schoolsupyes0.579   
famrel0.415   
absences0.0639  
G10.0877  
G21.05    
(Intercept)-3.32    
failures-0.193   
schoolsupyes0.68    
famrel0.201   
absences0.0412  
G10.103   
G21.07    
(Intercept)-2.87    
failures-0.0851  
schoolsupyes0.518   
famrel0.191   
absences0.0515  
G10.143   
G20.997   
(Intercept)-3.03    
failures-0.25    
schoolsupyes0.197   
famrel0.371   
absences0.0376  
G10.145   
G20.964   
(Intercept)-2.99    
failures-0.345   
schoolsupyes0.44    
famrel0.269   
absences0.0563  
G10.148   
G20.986   
(Intercept)-4.11    
failures-0.336   
schoolsupyes0.35    
famrel0.454   
absences0.061   
G10.118   
G21.03    
(Intercept)-3.54    
failures-0.0269  
schoolsupyes0.712   
famrel0.323   
absences0.0449  
G10.181   
G20.973   
(Intercept)-2.8     
failures-0.145   
schoolsupyes0.527   
famrel0.251   
absences0.0327  
G10.156   
G20.969   
(Intercept)-3.43    
failures-0.245   
schoolsupyes0.798   
famrel0.262   
absences0.0488  
G10.194   
G20.966   
(Intercept)-3.83    
failures-0.0316  
schoolsupyes0.539   
famrel0.462   
absences0.0587  
G10.0967  
G21.03    
(Intercept)-2.62    
failures-0.227   
schoolsupyes0.344   
famrel0.274   
absences0.0203  
G10.154   
G20.962   
(Intercept)-3.57    
failures-0.022   
schoolsupyes0.559   
famrel0.36    
absences0.031   
G10.147   
G21       
(Intercept)-3.57    
failures-0.109   
schoolsupyes0.966   
famrel0.336   
absences0.0296  
G10.191   
G20.956   
(Intercept)-2.58    
failures-0.0103  
schoolsupyes-0.0685  
famrel0.285   
absences0.0177  
G10.149   
G20.961   
(Intercept)-3.34    
failures-0.299   
schoolsupyes0.323   
famrel0.341   
absences0.0487  
G10.129   
G21       
(Intercept)-5.13    
failures0.00749 
schoolsupyes1.25    
famrel0.577   
absences0.0642  
G10.139   
G21.04    
(Intercept)-3.34    
failures-0.166   
schoolsupyes0.0105  
famrel0.463   
absences0.0293  
G10.0933  
G21       
(Intercept)-2.43    
failures-0.338   
schoolsupyes0.32    
famrel0.212   
absences0.0325  
G10.0973  
G21.01    
(Intercept)-2.53    
failures-0.222   
schoolsupyes0.812   
famrel0.151   
absences0.0502  
G10.172   
G20.951   
(Intercept)-3.7     
failures-0.269   
schoolsupyes0.144   
famrel0.544   
absences0.0325  
G10.069   
G21.05    
(Intercept)-3.78    
failures-0.344   
schoolsupyes0.788   
famrel0.463   
absences0.0437  
G10.131   
G20.989   
(Intercept)-2.42    
failures-0.457   
schoolsupyes0.544   
famrel0.262   
absences0.0465  
G10.132   
G20.959   
(Intercept)-2.21    
failures-0.246   
schoolsupyes-0.018   
famrel0.263   
absences0.0375  
G10.108   
G20.969   
(Intercept)-2.99    
failures-0.365   
schoolsupyes0.4     
famrel0.203   
absences0.0373  
G10.194   
G20.959   
(Intercept)-2.34    
failures-0.393   
schoolsupyes0.361   
famrel0.253   
absences0.0261  
G10.124   
G20.969   
(Intercept)-3.06    
failures-0.416   
schoolsupyes0.252   
famrel0.367   
absences0.0451  
G10.18    
G20.926   
(Intercept)-3.03    
failures-0.436   
schoolsupyes0.452   
famrel0.42    
absences0.0139  
G10.104   
G20.995   
(Intercept)-2.61    
failures-0.117   
schoolsupyes0.671   
famrel0.269   
absences0.0328  
G10.122   
G20.985   
(Intercept)-1.67    
failures-0.155   
schoolsupyes0.106   
famrel0.0986  
absences0.0349  
G10.0539  
G21.03    
(Intercept)-4.37    
failures-0.191   
schoolsupyes1.01    
famrel0.456   
absences0.0421  
G10.115   
G21.06    
(Intercept)-2.91    
failures-0.48    
schoolsupyes0.619   
famrel0.3     
absences0.0393  
G10.109   
G21.01    
(Intercept)-3.97    
failures-0.069   
schoolsupyes0.607   
famrel0.496   
absences0.0452  
G10.115   
G21.01    
(Intercept)-3.57    
failures-0.304   
schoolsupyes0.566   
famrel0.398   
absences0.042   
G10.116   
G21.02    
(Intercept)-3.89    
failures-0.483   
schoolsupyes0.596   
famrel0.426   
absences0.0674  
G10.212   
G20.928   
(Intercept)-2.32    
failures-0.234   
schoolsupyes0.614   
famrel0.198   
absences0.0239  
G10.16    
G20.949   
(Intercept)-3.91    
failures-0.19    
schoolsupyes0.891   
famrel0.23    
absences0.057   
G10.253   
G20.942   
(Intercept)-3.77    
failures-0.29    
schoolsupyes1.48    
famrel0.269   
absences0.0435  
G10.22    
G20.962   
(Intercept)-3.02    
failures-0.191   
schoolsupyes0.44    
famrel0.241   
absences0.0403  
G10.124   
G21.02    
(Intercept)-3.41    
failures-0.0115  
schoolsupyes0.851   
famrel0.293   
absences0.0356  
G10.198   
G20.957   
(Intercept)-3.81    
failures-0.104   
schoolsupyes0.473   
famrel0.49    
absences0.0253  
G10.157   
G20.971   
(Intercept)-4.06    
failures-0.0731  
schoolsupyes1.3     
famrel0.297   
absences0.0428  
G10.242   
G20.949   
(Intercept)-4.18    
failures0.0857  
schoolsupyes0.932   
famrel0.323   
absences0.0431  
G10.186   
G21       
(Intercept)-4.14    
failures-0.0413  
schoolsupyes0.0475  
famrel0.443   
absences0.0286  
G10.199   
G20.967   
(Intercept)-4.02    
failures-0.495   
schoolsupyes0.804   
famrel0.461   
absences0.0562  
G10.221   
G20.928   
(Intercept)-2.63    
failures-0.147   
schoolsupyes0.481   
famrel0.149   
absences0.0345  
G10.152   
G20.984   
(Intercept)-3.4     
failures0.0222  
schoolsupyes0.459   
famrel0.27    
absences0.05    
G10.163   
G20.982   
(Intercept)-1.9     
failures-0.2     
schoolsupyes0.305   
famrel0.175   
absences0.0302  
G10.117   
G20.97    
(Intercept)-4.03    
failures-0.323   
schoolsupyes1.16    
famrel0.387   
absences0.047   
G10.158   
G21.02    
(Intercept)-2.79    
failures-0.287   
schoolsupyes0.391   
famrel0.357   
absences0.0387  
G10.121   
G20.972   
(Intercept)-2.66    
failures-0.206   
schoolsupyes0.232   
famrel0.273   
absences0.0303  
G10.156   
G20.954   
(Intercept)-3.52    
failures-0.338   
schoolsupyes0.26    
famrel0.383   
absences0.0418  
G10.233   
G20.904   
(Intercept)-3.45    
failures-0.224   
schoolsupyes0.108   
famrel0.342   
absences0.0495  
G10.162   
G20.979   
(Intercept)-3.59    
failures-0.00409 
schoolsupyes0.418   
famrel0.357   
absences0.0317  
G10.153   
G21       
(Intercept)-2.74    
failures-0.253   
schoolsupyes0.341   
famrel0.284   
absences0.0256  
G10.112   
G20.998   
(Intercept)-4.19    
failures-0.05    
schoolsupyes0.236   
famrel0.401   
absences0.0516  
G10.201   
G20.968   
(Intercept)-3.21    
failures-0.64    
schoolsupyes0.711   
famrel0.236   
absences0.0556  
G10.227   
G20.927   
(Intercept)-3.45    
failures-0.165   
schoolsupyes0.656   
famrel0.369   
absences0.0297  
G10.162   
G20.975   
(Intercept)-3.68    
failures-0.0386  
schoolsupyes0.79    
famrel0.162   
absences0.0459  
G10.26    
G20.941   
(Intercept)-3.79    
failures-0.367   
schoolsupyes0.103   
famrel0.479   
absences0.067   
G10.145   
G20.982   
(Intercept)-3.05    
failures-0.128   
schoolsupyes0.403   
famrel0.263   
absences0.055   
G10.0936  
G21.04    
(Intercept)-3.9     
failures-0.474   
schoolsupyes0.165   
famrel0.454   
absences0.0568  
G10.204   
G20.936   
(Intercept)-3.27    
failures0.0786  
schoolsupyes0.77    
famrel0.25    
absences0.0269  
G10.21    
G20.941   
(Intercept)-2.65    
failures-0.301   
schoolsupyes-0.174   
famrel0.31    
absences0.0311  
G10.158   
G20.946   
(Intercept)-3.29    
failures-0.339   
schoolsupyes0.767   
famrel0.291   
absences0.0359  
G10.151   
G20.996   
(Intercept)-2.45    
failures-0.265   
schoolsupyes0.338   
famrel0.231   
absences0.0181  
G10.124   
G20.977   
(Intercept)-3.12    
failures-0.301   
schoolsupyes0.487   
famrel0.335   
absences0.0463  
G10.146   
G20.975   
(Intercept)-3.51    
failures-0.156   
schoolsupyes0.468   
famrel0.375   
absences0.0746  
G10.129   
G20.997   
(Intercept)-2.75    
failures-0.505   
schoolsupyes0.516   
famrel0.256   
absences0.0279  
G10.159   
G20.962   
(Intercept)-3       
failures-0.032   
schoolsupyes0.226   
famrel0.274   
absences0.0233  
G10.176   
G20.956   
(Intercept)-2.84    
failures-0.231   
schoolsupyes0.22    
famrel0.302   
absences0.0225  
G10.14    
G20.981   
(Intercept)-3.02    
failures-0.0731  
schoolsupyes0.304   
famrel0.27    
absences0.035   
G10.153   
G20.979   
(Intercept)-2.66    
failures-0.341   
schoolsupyes0.355   
famrel0.353   
absences0.0263  
G10.134   
G20.961   
(Intercept)-2.91    
failures-0.593   
schoolsupyes0.646   
famrel0.172   
absences0.0599  
G10.228   
G20.926   
(Intercept)-3.57    
failures-0.23    
schoolsupyes0.563   
famrel0.449   
absences0.0425  
G10.137   
G20.976   
(Intercept)-2.86    
failures-0.318   
schoolsupyes0.136   
famrel0.392   
absences0.0246  
G10.122   
G20.975   
(Intercept)-4.08    
failures-0.0416  
schoolsupyes0.46    
famrel0.405   
absences0.0605  
G10.195   
G20.957   
(Intercept)-3.08    
failures-0.253   
schoolsupyes0.334   
famrel0.422   
absences0.0276  
G10.0974  
G20.998   
(Intercept)-4.19    
failures-0.615   
schoolsupyes0.124   
famrel0.498   
absences0.0453  
G10.193   
G20.958   
(Intercept)-2.81    
failures-0.468   
schoolsupyes0.611   
famrel0.238   
absences0.0286  
G10.179   
G20.964   
(Intercept)-2.3     
failures-0.135   
schoolsupyes0.498   
famrel0.294   
absences0.0252  
G10.101   
G20.973   
(Intercept)-3.15    
failures-0.378   
schoolsupyes0.655   
famrel0.254   
absences0.0468  
G10.172   
G20.968   
(Intercept)-2.47    
failures-0.31    
schoolsupyes0.106   
famrel0.31    
absences0.0348  
G10.144   
G20.944   
(Intercept)-3.54    
failures-0.425   
schoolsupyes0.532   
famrel0.399   
absences0.0402  
G10.134   
G20.993   
(Intercept)-3.93    
failures-0.00356 
schoolsupyes0.7     
famrel0.431   
absences0.0312  
G10.144   
G21.01    
(Intercept)-2.89    
failures-0.313   
schoolsupyes0.626   
famrel0.206   
absences0.0336  
G10.176   
G20.971   
(Intercept)-4.36    
failures-0.0729  
schoolsupyes0.511   
famrel0.533   
absences0.0387  
G10.159   
G20.994   
(Intercept)-3.85    
failures-0.382   
schoolsupyes0.625   
famrel0.466   
absences0.0544  
G10.204   
G20.925   
(Intercept)-2.46    
failures-0.285   
schoolsupyes0.651   
famrel0.177   
absences0.0352  
G10.125   
G20.992   
(Intercept)-3.74    
failures-0.28    
schoolsupyes1.05    
famrel0.248   
absences0.059   
G10.238   
G20.944   
(Intercept)-3.76    
failures-0.249   
schoolsupyes-0.146   
famrel0.539   
absences0.0289  
G10.198   
G20.913   
(Intercept)-2.43    
failures-0.143   
schoolsupyes0.44    
famrel0.318   
absences0.0245  
G10.116   
G20.964   
(Intercept)-3.31    
failures-0.345   
schoolsupyes0.592   
famrel0.389   
absences0.052   
G10.144   
G20.971   
(Intercept)-5.12    
failures-0.141   
schoolsupyes1.34    
famrel0.525   
absences0.0782  
G10.192   
G20.996   
(Intercept)-3.53    
failures0.000777
schoolsupyes0.993   
famrel0.293   
absences0.0379  
G10.167   
G20.986   
(Intercept)-2.37    
failures-0.0493  
schoolsupyes0.257   
famrel0.189   
absences0.0295  
G10.143   
G20.966   
(Intercept)-2.14    
failures-0.314   
schoolsupyes0.789   
famrel0.103   
absences0.0288  
G10.155   
G20.958   
(Intercept)-3.72    
failures-0.136   
schoolsupyes0.238   
famrel0.277   
absences0.0739  
G10.159   
G21.01    
(Intercept)-2.85    
failures-0.196   
schoolsupyes0.331   
famrel0.335   
absences0.0388  
G10.0926  
G21.01    
(Intercept)-3.5     
failures-0.0688  
schoolsupyes0.675   
famrel0.306   
absences0.0566  
G10.132   
G21.02    
(Intercept)-3.02    
failures-0.209   
schoolsupyes0.33    
famrel0.377   
absences0.0528  
G10.0786  
G21.02    
(Intercept)-3.38    
failures-0.119   
schoolsupyes0.625   
famrel0.287   
absences0.0273  
G10.164   
G20.988   
(Intercept)-3.16    
failures-0.28    
schoolsupyes0.41    
famrel0.325   
absences0.0533  
G10.216   
G20.9     
(Intercept)-3.18    
failures0.0583  
schoolsupyes0.25    
famrel0.441   
absences0.0247  
G10.0873  
G21.01    
(Intercept)-2.17    
failures-0.399   
schoolsupyes-0.359   
famrel0.326   
absences0.038   
G10.111   
G20.955   
(Intercept)-2.72    
failures-0.0774  
schoolsupyes0.25    
famrel0.34    
absences0.0311  
G10.0877  
G21.01    
(Intercept)-2.76    
failures-0.388   
schoolsupyes0.554   
famrel0.127   
absences0.0574  
G10.176   
G20.973   
(Intercept)-2.85    
failures-0.349   
schoolsupyes0.174   
famrel0.313   
absences0.0242  
G10.116   
G20.994   
(Intercept)-2.48    
failures-0.647   
schoolsupyes0.226   
famrel0.335   
absences0.0302  
G10.122   
G20.958   
(Intercept)-3.95    
failures-0.293   
schoolsupyes0.323   
famrel0.406   
absences0.0458  
G10.182   
G20.972   
(Intercept)-3.22    
failures-0.465   
schoolsupyes0.131   
famrel0.386   
absences0.0479  
G10.144   
G20.978   
(Intercept)-1.96    
failures-0.276   
schoolsupyes0.569   
famrel0.0198  
absences0.0445  
G10.083   
G21.04    
(Intercept)-2.71    
failures-0.478   
schoolsupyes0.118   
famrel0.22    
absences0.0266  
G10.195   
G20.936   
(Intercept)-2.16    
failures-0.0568  
schoolsupyes0.289   
famrel0.245   
absences0.0333  
G10.0668  
G21.01    
(Intercept)-2.84    
failures-0.0382  
schoolsupyes0.335   
famrel0.341   
absences0.0188  
G10.137   
G20.969   
(Intercept)-2.97    
failures-0.184   
schoolsupyes0.78    
famrel0.307   
absences0.0221  
G10.127   
G20.999   
(Intercept)-3.48    
failures-0.43    
schoolsupyes0.392   
famrel0.361   
absences0.029   
G10.176   
G20.97    
(Intercept)-3.33    
failures-0.128   
schoolsupyes0.267   
famrel0.451   
absences0.0236  
G10.0631  
G21.05    
(Intercept)-3.24    
failures-0.262   
schoolsupyes0.4     
famrel0.363   
absences0.0459  
G10.146   
G20.97    
(Intercept)-3.94    
failures0.0588  
schoolsupyes0.455   
famrel0.35    
absences0.0459  
G10.192   
G20.982   
(Intercept)-3.37    
failures-0.274   
schoolsupyes1.11    
famrel0.277   
absences0.0368  
G10.203   
G20.946   
(Intercept)-1.58    
failures-0.348   
schoolsupyes0.23    
famrel0.1     
absences0.0227  
G10.0662  
G21.02    
(Intercept)-2.96    
failures-0.0254  
schoolsupyes0.433   
famrel0.197   
absences0.0562  
G10.21    
G20.929   
(Intercept)-2.11    
failures-0.062   
schoolsupyes0.308   
famrel0.145   
absences0.0165  
G10.143   
G20.967   
(Intercept)-2.56    
failures-0.173   
schoolsupyes0.636   
famrel0.223   
absences0.0182  
G10.206   
G20.913   
(Intercept)-3.09    
failures0.0578  
schoolsupyes0.425   
famrel0.339   
absences0.0235  
G10.156   
G20.966   
(Intercept)-2.53    
failures-0.36    
schoolsupyes0.704   
famrel0.149   
absences0.0695  
G10.126   
G21       
(Intercept)-3.24    
failures0.0162  
schoolsupyes0.542   
famrel0.374   
absences0.0282  
G10.0988  
G21.01    
(Intercept)-2.66    
failures-0.389   
schoolsupyes0.635   
famrel0.249   
absences0.0173  
G10.157   
G20.964   
(Intercept)-2.99    
failures-0.397   
schoolsupyes0.176   
famrel0.438   
absences0.0455  
G10.108   
G20.975   
(Intercept)-3.86    
failures0.0388  
schoolsupyes0.388   
famrel0.383   
absences0.0596  
G10.165   
G20.994   
(Intercept)-3.33    
failures-0.395   
schoolsupyes0.568   
famrel0.385   
absences0.0413  
G10.137   
G20.984   
(Intercept)-3.25    
failures-0.0992  
schoolsupyes0.74    
famrel0.277   
absences0.0666  
G10.176   
G20.946   
(Intercept)-4.08    
failures-0.0169  
schoolsupyes0.747   
famrel0.424   
absences0.0494  
G10.167   
G20.988   
(Intercept)-2.75    
failures-0.186   
schoolsupyes0.695   
famrel0.185   
absences0.0525  
G10.167   
G20.959   
(Intercept)-2.37    
failures-0.427   
schoolsupyes0.0738  
famrel0.295   
absences0.0411  
G10.0995  
G20.98    
(Intercept)-4.15    
failures-0.234   
schoolsupyes0.752   
famrel0.463   
absences0.0532  
G10.163   
G20.991   
(Intercept)-2.82    
failures-0.499   
schoolsupyes0.65    
famrel0.383   
absences0.0437  
G10.0999  
G20.985   
(Intercept)-4.29    
failures0.00239 
schoolsupyes0.908   
famrel0.351   
absences0.0479  
G10.252   
G20.943   
(Intercept)-3.06    
failures-0.194   
schoolsupyes0.0788  
famrel0.372   
absences0.036   
G10.175   
G20.933   
(Intercept)-3.43    
failures0.0409  
schoolsupyes0.587   
famrel0.355   
absences0.0319  
G10.145   
G20.994   
(Intercept)-2.77    
failures-0.182   
schoolsupyes0.357   
famrel0.297   
absences0.0252  
G10.117   
G20.998   
(Intercept)-2.17    
failures-0.261   
schoolsupyes0.68    
famrel0.188   
absences0.0407  
G10.109   
G20.984   
(Intercept)-4.07    
failures0.0241  
schoolsupyes0.251   
famrel0.519   
absences0.0342  
G10.108   
G21.03    
(Intercept)-3.76    
failures-0.0396  
schoolsupyes0.0885  
famrel0.535   
absences0.0478  
G10.116   
G20.986   
(Intercept)-3.17    
failures-0.534   
schoolsupyes0.444   
famrel0.258   
absences0.0366  
G10.18    
G20.968   
(Intercept)-3.16    
failures-0.399   
schoolsupyes0.536   
famrel0.294   
absences0.0455  
G10.198   
G20.942   
(Intercept)-2.55    
failures-0.219   
schoolsupyes-0.048   
famrel0.343   
absences0.0161  
G10.146   
G20.944   
(Intercept)-2.65    
failures-0.772   
schoolsupyes0.331   
famrel0.393   
absences0.0592  
G10.0947  
G20.973   
(Intercept)-3.15    
failures-0.389   
schoolsupyes0.332   
famrel0.447   
absences0.0657  
G10.0909  
G20.99    
(Intercept)-3.2     
failures-0.22    
schoolsupyes0.716   
famrel0.276   
absences0.0357  
G10.177   
G20.969   
(Intercept)-2.78    
failures-0.046   
schoolsupyes0.631   
famrel0.179   
absences0.0458  
G10.154   
G20.979   
(Intercept)-2.62    
failures-0.329   
schoolsupyes0.505   
famrel0.276   
absences0.0267  
G10.108   
G21       
(Intercept)-3.78    
failures0.024   
schoolsupyes0.574   
famrel0.443   
absences0.0512  
G10.0739  
G21.05    
(Intercept)-3.27    
failures-0.127   
schoolsupyes0.406   
famrel0.285   
absences0.0425  
G10.141   
G21       
(Intercept)-3.55    
failures-0.204   
schoolsupyes0.359   
famrel0.337   
absences0.0657  
G10.157   
G20.985   
(Intercept)-4.05    
failures-0.579   
schoolsupyes0.85    
famrel0.496   
absences0.0499  
G10.183   
G20.956   
(Intercept)-2.18    
failures-0.421   
schoolsupyes-0.108   
famrel0.303   
absences0.0244  
G10.0951  
G20.985   
(Intercept)-4.28    
failures-0.257   
schoolsupyes0.363   
famrel0.446   
absences0.0431  
G10.208   
G20.965   
(Intercept)-3.63    
failures0.00198 
schoolsupyes0.434   
famrel0.393   
absences0.0274  
G10.141   
G21.01    
(Intercept)-3.01    
failures-0.417   
schoolsupyes0.463   
famrel0.316   
absences0.0419  
G10.0929  
G21.02    
(Intercept)-3.7     
failures-0.278   
schoolsupyes0.287   
famrel0.429   
absences0.0299  
G10.15    
G20.99    
(Intercept)-3       
failures-0.0611  
schoolsupyes-0.0972  
famrel0.382   
absences0.0204  
G10.103   
G21       
(Intercept)-3.14    
failures-0.419   
schoolsupyes0.0697  
famrel0.261   
absences0.0486  
G10.177   
G20.968   
(Intercept)-3.83    
failures0.0237  
schoolsupyes0.636   
famrel0.369   
absences0.0257  
G10.218   
G20.947   
(Intercept)-3.3     
failures-0.273   
schoolsupyes0.306   
famrel0.388   
absences0.0387  
G10.207   
G20.915   
(Intercept)-3.4     
failures-0.183   
schoolsupyes0.842   
famrel0.268   
absences0.0538  
G10.163   
G20.987   
(Intercept)-3.48    
failures-0.513   
schoolsupyes0.187   
famrel0.429   
absences0.0397  
G10.18    
G20.941   
(Intercept)-2.52    
failures-0.184   
schoolsupyes0.402   
famrel0.192   
absences0.0505  
G10.11    
G21.01    
ggplot(bhat.bootlong, aes(x=bootstrap_value)) +
  geom_histogram(aes(y= ..density..)) +
  stat_overlay_normal_density(linetype='dashed') +
  facet_wrap(~ variable, scales="free")
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#map_df gets quantiles for all columns, returns a data frame (tibble)
bhat.ci= map_df(bhat.boot, quantile, probs=c(0.025,0.975), na.rm=TRUE)
bhat.ci= cbind(varname= names(bhat.boot), bhat.ci) 
bhat.ci
varname2.5%97.5%
(Intercept)-4.69  -1.92  
failures-0.581 0.0835
schoolsupyes-0.07830.966 
famrel0.115 0.577 
absences0.01680.0745
G10.068 0.242 
G20.92  1.05  
coefSummary(fitpoi)
## Waiting for profiling to be done...
ParameterEstimateConf. Int.P-value
(Intercept)0.923(0.759,1.085)<0.00001
failures-0.061(-0.109,-0.015)0.01098
schoolsupyes0.071(-0.013,0.154)0.09596
famrel0.03 (0.001,0.059)0.04303
absences0.007(0.003,0.01)5e-05
G1-0.025(-0.042,-0.007)0.00725
G20.135(0.118,0.153)<0.00001
yvals= 1:length(coef(fitpoi))
ci= cbind(bhat.ci, confint(fitpoi), y.ols=yvals, y.boot=yvals+.1)
## Waiting for profiling to be done...
names(ci)= c('varname','low.boot','high.boot','low.ols','high.ols','y.ols','y.boot')
ggplot(ci) + 
  geom_segment(aes(x=low.ols,xend=high.ols,y=y.ols,yend=y.ols)) +
  geom_segment(aes(x=low.boot,xend=high.boot,y=y.boot,yend=y.boot), color='red') +
  geom_text(aes(x=low.ols, y=y.ols, label=varname), nudge_y = 0.3) +
  labs(x='Confidence interval', y='') +
  theme(axis.text.y=element_blank(),  axis.ticks.y=element_blank()) #remove y axis labels 

Compare coef to permutation test

fitperm2 <- lmp(G3~failures+ schoolsup+ famrel+ absences+ G1+ G2,family=poisson(),mat)
## [1] "Settings:  unique SS : numeric variables centered"
summary(fitperm2)
## 
## Call:
## lmp(formula = G3 ~ failures + schoolsup + famrel + absences + 
##     G1 + G2, data = mat, family = poisson())
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9.2369 -0.4791  0.2288  0.9442  3.6327 
## 
## Coefficients:
##            Estimate Iter Pr(Prob)    
## failures   -0.22239 1355   0.0694 .  
## schoolsup1 -0.23008 1670   0.0569 .  
## famrel      0.33260 5000   0.0010 ***
## absences    0.03875 5000   <2e-16 ***
## G1          0.15200 4341   0.0226 *  
## G2          0.98107 5000   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.887 on 388 degrees of freedom
## Multiple R-Squared: 0.833,   Adjusted R-squared: 0.8304 
## F-statistic: 322.5 on 6 and 388 DF,  p-value: < 2.2e-16
summary(fitpoi)
## 
## Call:
## glm(formula = G3 ~ failures + schoolsup + famrel + absences + 
##     G1 + G2, family = quasipoisson(), data = mat)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -4.1944  -0.1956   0.1621   0.4543   1.4949  
## 
## Coefficients:
##               Estimate Std. Error t value Pr(>|t|)    
## (Intercept)   0.922838   0.083233  11.087  < 2e-16 ***
## failures     -0.061142   0.023926  -2.555  0.01098 *  
## schoolsupyes  0.071374   0.042769   1.669  0.09596 .  
## famrel        0.029897   0.014727   2.030  0.04303 *  
## absences      0.006557   0.001604   4.087 5.31e-05 ***
## G1           -0.024599   0.009113  -2.699  0.00725 ** 
## G2            0.135331   0.008854  15.284  < 2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for quasipoisson family taken to be 0.7105018)
## 
##     Null deviance: 1159.13  on 394  degrees of freedom
## Residual deviance:  448.23  on 388  degrees of freedom
## AIC: NA
## 
## Number of Fisher Scoring iterations: 5
poires= mutate(df, pred= predict(fitallp), resdev= residuals(fitallp, type='deviance'), respearson= residuals(fitallp, type='pearson'))
ggplot(poires, aes(pred, respearson)) + geom_point() + geom_smooth() + labs(x='Predicted', y='Pearson residual')
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'

poires2= mutate(poires, predcut= cut_number(pred, 10))
ggplot(poires2, aes(x=predcut, y=respearson)) + geom_boxplot()

mean(poires$respearson)
## [1] -0.0167188
sd(poires$respearson)
## [1] 0.8287321
mean(df$G3)
## [1] 10.41519
var(df$G3)
## [1] 20.98962

=>Huge overdispersion and variance not constant, errors not normal

Error normality?

# ggplot(poires, aes(x=respearson)) +
#   geom_histogram(aes(y= ..density..)) +
#   stat_overlay_normal_density(linetype = "dashed") +
#   labs(x='Residuals')
# ggplot(poires, aes(sample=scale(respearson))) +
#   geom_qq() +
#   geom_abline(slope=1, intercept=0)

A.1.3 Binomial check

Compare CIs to bootstrapped CIs

f=formula(pass~Fedu+ famrel+ goout+ Walc+ G2,family="binomial")
bhat= function(data, indices=1:nrow(data), formula) {
  fit= lm(formula, data=data[indices,])
  return(coef(fit))
}
round(bhat(dfbin, formula=f), 3)
## (Intercept)        Fedu      famrel       goout        Walc          G2 
##       0.627      -0.002       0.040      -0.045       0.031       0.090
bhat.fit= boot(dfbin, statistic=bhat, R=2000, formula=f)
dim(bhat.fit$t)
## [1] 2000    6
round(bhat.fit$t,3)[1:5,] #show first five bootstrap samples
##       [,1]   [,2]  [,3]   [,4]  [,5]  [,6]
## [1,] 0.639 -0.006 0.037 -0.031 0.015 0.090
## [2,] 0.777 -0.025 0.036 -0.044 0.012 0.087
## [3,] 0.733 -0.013 0.032 -0.050 0.012 0.092
## [4,] 0.876 -0.017 0.022 -0.079 0.043 0.085
## [5,] 0.424  0.007 0.049 -0.007 0.029 0.093
round(bhat.fit$t0, 3)
## (Intercept)        Fedu      famrel       goout        Walc          G2 
##       0.627      -0.002       0.040      -0.045       0.031       0.090
colnames(bhat.fit$t)= names(bhat.fit$t0)
bhat.boot= as_tibble(bhat.fit$t)
bhat.boot
(Intercept)FedufamrelgooutWalcG2
0.639-0.00609 0.0373  -0.031   0.0147  0.09  
0.777-0.0247  0.036   -0.0442  0.0118  0.0867
0.733-0.0127  0.0318  -0.0499  0.012   0.0919
0.876-0.0173  0.0223  -0.0793  0.0428  0.0847
0.4240.00688 0.0492  -0.00719 0.0287  0.093 
0.7150.0193  0.0285  -0.089   0.0368  0.0915
0.4360.0305  0.0475  -0.0515  0.0536  0.0923
0.6730.00616 0.0287  -0.0498  0.0225  0.0893
0.5190.00719 0.0451  -0.0211  0.0314  0.0875
0.708-0.00873 0.0242  -0.0582  0.0462  0.0906
0.691-0.00378 0.0425  -0.0643  0.0575  0.0859
0.752-0.00483 0.0166  -0.0314  0.0147  0.0883
0.746-0.00682 0.0201  -0.0366  0.0137  0.0879
0.595-0.0169  0.0283  -0.0235  0.0454  0.0917
0.51 -0.0001340.0427  -0.0353  0.0429  0.0943
0.6730.0114  0.0352  -0.0582  0.0415  0.0877
0.639-0.00137 0.0359  -0.0352  0.0281  0.0873
0.915-0.0145  -0.00433 -0.0473  0.031   0.0846
0.707-0.0262  0.0448  -0.0678  0.0259  0.0911
0.835-0.00357 0.0291  -0.0605  0.0171  0.0854
0.6860.00172 0.0223  -0.0445  0.038   0.0874
0.8190.0144  0.000197-0.0396  0.0179  0.0835
0.533-0.00281 0.0613  -0.047   0.0189  0.0941
0.3850.00291 0.0528  -0.03    0.0337  0.0995
0.5910.00774 0.0534  -0.0396  0.0317  0.087 
0.56 0.014   0.0447  -0.0234  0.0188  0.086 
0.711-0.0307  0.0403  -0.0513  0.0356  0.0889
0.671-0.00317 0.0315  -0.0568  0.0372  0.0911
0.644-0.00456 0.0446  -0.0346  0.00962 0.089 
0.5620.00905 0.034   -0.0117  0.0151  0.0894
0.596-0.0212  0.0444  -0.0308  0.0186  0.0932
0.659-0.0319  0.0638  -0.0499  0.0318  0.087 
0.751-0.0376  0.0263  -0.0459  0.059   0.0863
0.4940.0084  0.0462  -0.0197  0.0253  0.0907
0.5350.00137 0.0412  -0.0468  0.047   0.093 
0.722-0.00987 0.0301  -0.0687  0.0288  0.0923
0.635-0.0008330.039   -0.0406  0.0239  0.0879
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0.5360.0167  0.0586  -0.0477  0.0382  0.0865
0.678-0.0065  0.0485  -0.0616  0.0498  0.0862
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0.6370.0206  0.0118  -0.0456  0.0472  0.0905
0.5650.017   0.0426  -0.0587  0.0504  0.0892
0.5610.0133  0.0456  -0.0315  0.00472 0.0933
0.5810.00407 0.0499  -0.0425  0.0293  0.089 
0.5130.0004050.0505  -0.0328  0.0265  0.0948
0.592-0.00641 0.0573  -0.0578  0.03    0.0903
0.595-0.0005170.045   -0.0471  0.0162  0.0945
0.563-0.0203  0.041   -0.0156  0.0185  0.092 
0.656-0.023   0.0423  -0.0731  0.0412  0.0959
0.623-0.0198  0.0348  -0.0382  0.0334  0.0929
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0.743-0.0185  0.04    -0.0382  0.0115  0.0865
0.6260.0075  0.0399  -0.0154  -0.0215  0.0917
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0.648-0.0317  0.0619  -0.0195  0.00189 0.0883
0.5340.00895 0.0571  -0.0489  0.016   0.0942
0.89 0.00151 0.0112  -0.0554  0.0121  0.082 
0.599-0.00342 0.0523  -0.0466  0.0494  0.0844
0.635-0.00703 0.0165  -0.0393  0.0265  0.0964
0.4690.00816 0.057   -0.0147  0.0228  0.088 
0.6470.00209 0.0555  -0.0681  0.0308  0.0898
0.4970.047   0.0241  -0.0409  0.0165  0.0975
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0.79 0.0116  0.0291  -0.0799  0.0337  0.0842
0.4330.014   0.072   -0.0242  0.0243  0.0877
0.4460.0312  0.0464  -0.0219  0.0341  0.088 
0.5410.018   0.0509  -0.058   0.0426  0.0908
0.5480.0082  0.057   -0.0411  0.0318  0.0882
0.7010.00801 0.0348  -0.0438  0.00902 0.0882
0.594-0.0268  0.039   -0.0504  0.0558  0.0961
0.75 -0.0147  0.0285  -0.0582  0.0397  0.0891
0.664-0.00519 0.0357  -0.0543  0.0352  0.0898
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0.6160.0101  0.0229  -0.0542  0.047   0.0945
0.5950.0128  0.0184  -0.0528  0.0466  0.0935
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0.8  -0.0238  0.00849 -0.0361  0.0193  0.0915
0.6680.00631 0.0434  -0.0431  0.0347  0.0836
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0.584-0.00958 0.0617  -0.0475  0.0381  0.0844
0.4750.0239  0.0643  -0.058   0.0455  0.0885
0.73 -0.0215  0.0347  -0.053   0.0367  0.087 
0.764-0.00218 0.0398  -0.0333  -0.0152  0.0846
0.644-0.0124  0.0433  -0.0375  0.0205  0.0897
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0.749-0.0106  0.0432  -0.0546  0.0485  0.0784
0.5280.0153  0.05    -0.047   0.0324  0.0921
0.74 0.0109  0.0171  -0.0535  0.0349  0.0865
0.75 0.00682 0.0238  -0.0486  0.0186  0.0855
0.687-0.0002560.0415  -0.0639  0.0369  0.0877
0.5950.014   0.0457  -0.0479  0.0219  0.0885
0.6240.00741 0.0607  -0.0614  0.0285  0.0858
0.73 -0.0285  0.0499  -0.0723  0.0372  0.0893
0.5470.00916 0.0427  -0.0895  0.0532  0.098 
0.6510.0187  0.0488  -0.0471  0.0189  0.0837
0.672-0.0233  0.0423  -0.0348  0.00161 0.0922
0.5910.0007890.0463  -0.0648  0.0518  0.0889
0.622-0.00188 0.0398  -0.0457  0.0439  0.0886
0.6040.00289 0.0237  -0.0565  0.0382  0.0956
0.816-0.00391 0.018   -0.0512  0.00655 0.0872
0.462-0.00772 0.0484  -0.0364  0.0428  0.0978
0.791-0.0128  0.0237  -0.0507  0.0309  0.0855
0.65 0.0226  0.039   -0.0486  0.0214  0.0848
0.713-0.0259  0.0292  -0.0466  0.0227  0.0922
0.536-0.0157  0.0474  -0.037   0.0428  0.0958
0.7510.0164  0.0318  -0.0679  0.0386  0.0826
0.562-0.00689 0.0857  -0.0585  0.0254  0.0835
0.7630.00308 -0.0043  -0.0533  0.0371  0.0922
0.514-0.0115  0.0524  -0.0631  0.0665  0.0959
0.584-0.00308 0.0582  -0.039   0.0189  0.086 
0.3730.00873 0.0628  -0.0342  0.0326  0.0972
0.5750.0109  0.029   -0.022   0.0334  0.0875
0.5420.0185  0.0502  -0.0765  0.0534  0.0909
0.5470.00288 0.0413  -0.0409  0.0328  0.0931
0.751-0.00385 0.0434  -0.0252  -0.00344 0.0797
0.716-1.69e-050.0298  -0.0299  0.0222  0.0841
0.73 -0.0248  0.0239  -0.0413  0.0259  0.0934
0.6390.00613 0.0389  -0.0571  0.0385  0.0893
0.5610.00661 0.0311  -0.0442  0.0416  0.091 
0.642-0.00297 0.0232  -0.0356  0.0571  0.0886
0.7173.63e-050.028   -0.038   0.00203 0.0909
0.6370.0128  0.027   -0.0651  0.0554  0.0896
0.5910.0247  0.029   -0.0739  0.0354  0.0963
0.6460.0186  0.00916 -0.0374  0.036   0.0902
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0.738-0.00882 0.0432  -0.0687  0.0269  0.0854
0.575-0.00495 0.0398  -0.0315  0.00013 0.0988
0.587-0.0055  0.0382  -0.00355 0.0119  0.0872
0.583-0.02    0.0283  -0.0238  0.0367  0.0941
0.6570.00322 0.0513  -0.0769  0.043   0.0882
0.56 0.00831 0.0444  -0.063   0.0457  0.0915
0.89 -0.00275 0.013   -0.0694  0.00818 0.0868
0.656-0.0212  0.0617  -0.071   0.0226  0.0904
0.841-0.0125  0.0373  -0.0804  0.0351  0.084 
0.6870.0002730.0323  -0.0608  0.0368  0.0895
0.544-0.00414 0.0521  -0.026   0.0258  0.0894
0.619-0.0252  0.0105  -0.0131  0.0266  0.0978
0.5620.00663 0.0494  -0.0465  0.0384  0.0893
0.688-0.00453 0.0298  -0.0342  0.0312  0.0861
0.733-0.0163  0.0182  -0.049   0.023   0.0912
0.791-0.0162  -0.00933 -0.0195  0.0135  0.092 
0.662-0.00493 0.0284  -0.0473  0.0271  0.0946
0.7580.00557 0.0184  -0.0566  0.0381  0.0868
0.6720.0125  0.023   -0.0413  0.0336  0.085 
0.518-0.0112  0.048   -0.0361  0.0335  0.0931
0.5250.0009870.0475  -0.0589  0.0547  0.0953
0.7340.0004970.0252  -0.0668  0.0349  0.0911
0.58 0.0224  0.0391  -0.0395  0.0275  0.089 
0.613-0.00323 0.0438  -0.0299  0.00616 0.0904
0.67 0.0315  0.0362  -0.0518  0.0226  0.082 
0.6450.0138  0.0557  -0.0669  0.0432  0.0842
0.6630.0205  0.0255  -0.0427  0.0256  0.0864
0.584-0.0128  0.063   -0.0597  0.0316  0.0911
0.694-0.0213  0.0262  -0.0264  0.029   0.087 
0.68 0.00833 0.00737 -0.0319  0.0124  0.0914
0.691-0.0004710.0404  -0.0566  0.0237  0.0885
0.489-0.00234 0.0458  -0.013   0.0202  0.0924
0.6280.0111  0.0187  -0.0378  0.0283  0.0913
0.6970.00668 0.0321  -0.0496  0.026   0.0878
0.716-0.0164  0.0284  -0.0217  -0.0114  0.0893
0.627-0.0261  0.0454  -0.033   0.016   0.0932
0.629-0.0002870.0394  -0.0602  0.0624  0.0877
0.4620.0251  0.0599  -0.0396  0.00884 0.0932
0.4320.0007590.0617  -0.0257  0.023   0.0937
0.526-0.0039  0.0425  -0.0262  0.0398  0.0913
0.795-0.0132  -0.000764-0.0589  0.0417  0.0923
0.577-0.00498 0.0513  -0.056   0.0604  0.0881
0.6760.0302  0.0575  -0.0907  0.0348  0.0828
0.61 0.0325  0.0392  -0.0648  0.0434  0.0876
0.53 -0.00746 0.0458  -0.0347  0.0435  0.0929
0.666-0.00495 0.0503  -0.0668  0.0482  0.0863
0.596-0.0083  0.0489  -0.0597  0.0366  0.0926
0.648-0.036   0.0551  -0.05    0.0543  0.0884
0.55 -0.0322  0.0475  -0.0142  -0.00746 0.0985
0.668-0.00751 0.0146  -0.0159  0.0385  0.087 
0.7440.00201 0.0285  -0.0483  0.0216  0.0859
0.651-0.0154  0.0283  -0.00683 -0.00102 0.0918
0.643-0.0286  0.0414  -0.0232  0.0202  0.0908
0.6110.0084  0.0163  -0.0449  0.0465  0.0932
0.641-0.0176  0.0332  -0.0404  0.0496  0.0907
0.662-0.0373  0.0303  -0.0401  0.0128  0.0987
0.835-0.0136  -0.000731-0.0372  0.019   0.0891
0.752-0.0221  0.0287  -0.0378  0.0155  0.0897
0.486-0.00717 0.0584  -0.0164  0.0212  0.093 
0.4550.0109  0.0575  -0.0424  0.051   0.0899
0.737-0.00707 0.0303  -0.0579  0.0303  0.0876
0.57 0.0269  0.0176  -0.0108  -0.0025  0.091 
0.5  -0.0185  0.0726  -0.026   0.0276  0.093 
0.386-0.00906 0.0677  -0.027   0.0282  0.0967
0.636-0.00428 0.0271  -0.0455  0.0383  0.0926
0.666-0.0209  0.0511  -0.0454  0.022   0.0865
0.641-0.00276 0.0295  -0.0481  0.0415  0.0897
0.635-0.0289  0.0491  -0.0691  0.0269  0.0983
0.672-0.0302  0.0569  -0.042   0.0286  0.0872
0.3980.0228  0.0639  -0.0256  0.0271  0.0931
0.6440.0126  0.0168  -0.0471  0.0316  0.0932
0.6756.46e-050.0229  -0.0462  0.0413  0.0911
0.721-0.018   0.0228  -0.0406  0.0512  0.0862
0.716-0.00954 0.035   -0.0464  0.0231  0.0893
0.644-0.00533 0.0331  -0.0545  0.0558  0.0882
0.721-0.0108  0.00781 -0.0324  0.0174  0.0933
0.596-0.00232 0.0575  -0.033   0.0233  0.0868
0.59 0.0171  0.0355  -0.0253  0.0238  0.0872
0.84 -0.00348 0.011   -0.0572  0.0288  0.086 
0.908-0.00276 0.01    -0.0724  0.0355  0.0837
0.6360.019   0.0169  -0.0535  0.0307  0.0928
0.6270.019   0.0363  -0.0488  0.0389  0.0867
0.598-0.0116  0.0477  -0.0335  0.0361  0.0876
0.527-0.00016 0.049   -0.0209  0.0211  0.0899
0.5110.016   0.056   -0.0406  0.0236  0.0908
0.4380.0126  0.0567  -0.0353  0.0327  0.0936
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0.712-0.0134  0.0303  -0.0772  0.0409  0.0938
0.55 0.00464 0.0297  -0.0431  0.0395  0.0938
0.6180.0163  0.0383  -0.0597  0.0254  0.0935
0.545-0.0219  0.0277  -0.0408  0.0506  0.0996
0.589-0.018   0.0494  -0.0411  0.0301  0.0921
0.6830.00326 0.0506  -0.0691  0.0351  0.087 
0.5650.00755 0.0642  -0.0518  0.0451  0.0839
0.71 0.00105 0.0436  -0.0626  0.0232  0.0856
0.651-0.0263  0.0313  -0.0207  0.024   0.093 
0.75 -0.0105  0.0204  -0.0596  0.03    0.0909
0.597-0.00679 0.0502  -0.0636  0.0414  0.0899
0.603-0.0133  0.0756  -0.0467  0.0293  0.0833
0.5180.00867 0.0495  -0.0178  0.0279  0.0881
0.4540.0157  0.062   -0.0461  0.0324  0.0916
0.5990.00256 0.0423  -0.0627  0.0433  0.0921
0.609-0.00305 0.045   -0.0386  0.035   0.0884
0.551-0.0164  0.0373  -0.00968 0.0161  0.0941
0.54 -0.00181 0.0762  -0.058   0.0392  0.0879
0.771-0.0193  0.0265  -0.065   0.0311  0.0907
0.735-0.00579 0.0291  -0.0464  0.00572 0.0886
0.584-0.0143  0.0535  -0.0393  0.044   0.0876
0.6770.00143 0.028   -0.0745  0.0406  0.0919
0.7110.0363  0.0261  -0.0848  0.0474  0.0855
0.677-0.0137  0.0268  -0.0268  0.0114  0.0919
0.5610.0168  0.0594  -0.0539  0.0393  0.0848
0.4180.0111  0.0463  -0.0293  0.0475  0.0933
0.618-0.0084  0.0423  -0.0414  0.0317  0.0908
0.6780.00545 0.0274  -0.0447  0.0348  0.0861
0.46 0.0025  0.0734  -0.0297  0.035   0.0864
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0.7340.00522 0.0307  -0.0525  0.0386  0.0824
0.77 0.00184 0.0384  -0.0653  0.039   0.0834
0.651-0.0004210.0431  -0.0316  0.021   0.0852
0.67 -0.0322  0.0341  -0.0609  0.0341  0.0983
0.6290.02    0.0367  -0.0538  0.0235  0.0876
0.7380.0181  0.0142  -0.0669  0.042   0.09  
0.5990.0179  0.0584  -0.04    0.00471 0.0843
0.528-0.0167  0.0659  -0.0456  0.0258  0.0941
0.584-0.011   0.0469  -0.043   0.0388  0.0913
0.697-0.0113  0.0291  -0.0528  0.0428  0.0877
0.746-0.0004280.037   -0.055   0.0121  0.0868
0.821-0.0009980.031   -0.0776  0.0282  0.0836
0.659-0.00632 0.0502  -0.0467  0.0212  0.0873
0.41 0.0191  0.0715  -0.0352  0.0314  0.0886
0.646-0.0175  0.0275  -0.0196  0.0313  0.0913
0.6790.00525 0.0555  -0.0709  0.0331  0.0841
0.594-0.00858 0.0696  -0.0565  0.0299  0.0863
0.79 0.0151  0.0123  -0.0506  -0.00354 0.0901
0.6210.0109  0.0239  -0.0594  0.0497  0.0926
0.563-0.0261  0.07    -0.0486  0.057   0.0869
0.839-0.00508 0.0177  -0.0637  0.0446  0.0845
0.4830.00761 0.0414  -0.0323  0.032   0.0966
0.669-0.00369 0.0495  -0.0619  0.0396  0.0852
0.5140.0051  0.0429  -0.0338  0.027   0.0927
0.562-0.00441 0.0404  -0.0136  0.00446 0.0913
0.356-0.00022 0.0731  -0.035   0.0527  0.0928
0.682-0.0121  0.0317  -0.0362  0.0269  0.0878
0.7980.00697 0.0233  -0.0488  0.00896 0.084 
0.57 0.0195  0.0222  -0.0158  0.0256  0.0883
0.7110.0356  0.0313  -0.049   0.0177  0.0827
0.479-0.0123  0.0763  -0.0334  0.0361  0.0881
0.583-0.00534 0.0401  -0.0263  0.0259  0.0896
0.39 0.0113  0.0666  -0.0487  0.0367  0.096 
0.5960.0002050.0407  -0.042   0.0197  0.0924
0.566-0.00733 0.0553  -0.038   -0.0004520.0952
0.574-0.0226  0.0411  -0.0323  0.0264  0.0949
0.6390.00336 0.0591  -0.0481  0.0219  0.0841
0.6390.0203  0.0382  -0.0612  0.0311  0.0882
0.4720.0142  0.0274  -0.0343  0.0353  0.0985
0.479-4.03e-050.0312  -0.0212  0.0629  0.0938
0.6590.00272 0.0339  -0.0521  0.0292  0.0907
0.455-0.0199  0.0741  -0.0418  0.0279  0.0956
0.5630.0111  0.0592  -0.0208  0.0317  0.0813
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0.561-0.0188  0.0768  -0.0474  0.0489  0.087 
0.56 -3.78e-060.0626  -0.0769  0.0328  0.0943
0.704-0.00808 0.00797 -0.0398  0.0523  0.0906
0.608-0.0161  0.0542  -0.0321  0.043   0.0834
0.514-0.0159  0.0546  -0.0283  0.0531  0.0911
0.583-0.00949 0.0466  -0.0335  0.0197  0.0924
0.684-0.00524 0.0322  -0.0454  0.0251  0.0885
0.593-0.0121  0.0325  -0.0248  0.03    0.0904
0.5440.00612 0.0293  -0.0288  0.0285  0.0928
0.741-0.0342  0.029   -0.0414  0.0146  0.0937
0.5780.0181  0.0284  -0.0293  0.0128  0.093 
0.6950.0226  0.0387  -0.0576  0.0285  0.0837
0.609-0.00633 0.0528  -0.0418  0.0317  0.0889
0.718-0.00404 0.0233  -0.043   0.0195  0.0891
0.6330.00909 0.032   -0.0696  0.0554  0.0891
0.6450.00493 0.0316  -0.0448  0.0398  0.089 
0.875-0.0399  0.0125  -0.0345  0.014   0.0883
0.6190.00387 0.0708  -0.0708  0.0289  0.0849
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0.822-0.0135  0.0234  -0.0574  0.0287  0.0851
0.711-0.00121 0.00913 -0.0423  0.0377  0.0931
0.717-0.0239  0.0299  -0.0607  0.0587  0.0883
0.4760.0347  0.0406  -0.0401  0.0367  0.0894
0.492-0.0171  0.0173  -0.0113  0.0436  0.101 
0.5580.0183  0.0416  -0.0418  0.0305  0.0901
0.51 0.00833 0.027   -0.0391  0.0562  0.0932
0.762-0.0107  0.0232  -0.0483  0.0106  0.0914
0.618-0.0121  0.0502  -0.0502  0.0289  0.0887
0.675-0.00761 0.0336  -0.0295  0.0192  0.089 
0.6050.00852 0.061   -0.0456  0.0132  0.0847
0.5790.0005720.0707  -0.0709  0.0565  0.0849
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0.588-0.00875 0.0489  -0.0263  0.0198  0.0903
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0.4580.00943 0.0565  -0.0372  0.0416  0.0904
0.633-0.0009270.0405  -0.0488  0.0203  0.0899
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0.668-0.00606 0.0224  -0.0572  0.0296  0.0957
0.508-0.00755 0.0538  -0.0288  0.0268  0.0923
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0.718-0.0211  0.0341  -0.0527  0.00134 0.0942
0.702-0.0201  0.0318  -0.0301  0.0105  0.0917
0.692-0.00745 0.0171  -0.0384  0.0295  0.0886
0.516-0.00662 0.055   -0.0464  0.0452  0.0935
0.5840.0171  0.0357  -0.0483  0.0406  0.0892
0.4610.00422 0.0586  -0.00344 0.0139  0.0906
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0.7510.0006380.0344  -0.0673  0.0362  0.0869
0.6970.0285  0.0154  -0.0442  0.0166  0.0865
0.5060.00593 0.092   -0.0711  0.0467  0.0849
0.705-0.0134  0.0272  -0.0444  0.0241  0.0907
0.721-0.0067  0.0306  -0.0316  0.0158  0.0865
0.546-0.0234  0.0612  -0.0497  0.0342  0.0941
0.7180.00538 0.0507  -0.0756  0.0395  0.0837
0.728-0.0119  0.041   -0.0482  0.0119  0.0874
0.51 0.011   0.0472  -0.0562  0.0471  0.093 
0.5190.00512 0.065   -0.059   0.0293  0.0922
0.6890.0022  0.0351  -0.0486  0.0121  0.0883
0.729-0.0181  0.0412  -0.0521  0.0296  0.0887
0.662-0.00171 0.0301  -0.0576  0.0435  0.0923
0.713-0.00184 0.0651  -0.087   0.0216  0.0879
0.6660.00243 0.0202  -0.053   0.0382  0.0926
0.6430.00222 0.0384  -0.0435  0.0295  0.0864
0.706-0.0145  0.0238  -0.0422  0.0308  0.0923
0.815-0.0164  0.0329  -0.0539  0.0204  0.0867
0.46 0.0123  0.0735  -0.0495  0.0244  0.0929
0.716-0.00444 0.0258  -0.059   0.0372  0.0906
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0.924-0.00749 -0.00669 -0.0922  0.0442  0.0883
0.7650.00632 0.0358  -0.079   0.059   0.0816
0.6490.00744 0.0402  -0.0527  0.014   0.0907
0.6130.00995 0.0334  -0.0324  0.0199  0.0896
0.578-0.014   0.0358  -0.0508  0.0155  0.1   
0.706-0.0078  0.0364  -0.049   0.0359  0.0863
0.5330.0108  0.04    -0.0396  0.0279  0.0942
0.68 -0.00188 0.037   -0.0727  0.0246  0.0932
0.7610.0184  0.0013  -0.0452  0.0337  0.0846
0.6390.00265 0.0538  -0.0393  0.032   0.0817
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0.5690.0116  0.0393  -0.0371  0.0303  0.0916
0.885-0.00218 0.00185 -0.0639  0.0254  0.0859
0.722-0.00457 0.0477  -0.0519  0.00544 0.0856
0.55 0.00554 0.0816  -0.0741  0.0222  0.0892
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0.622-0.00184 0.0197  -0.0429  0.0557  0.0918
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0.628-0.00574 0.0515  -0.0408  0.00489 0.0913
0.6260.0142  0.0572  -0.0498  0.0285  0.0828
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0.8160.00163 0.0175  -0.0615  -0.00822 0.091 
0.5330.0125  0.0557  -0.0279  0.0113  0.0866
0.527-0.00762 0.0637  -0.0405  0.0442  0.0886
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0.6320.0228  0.0251  -0.0273  0.0262  0.0859
0.703-0.0188  0.052   -0.0405  0.00104 0.0888
0.5310.00614 0.0608  -0.0429  0.0509  0.0849
0.6220.00257 0.045   -0.0529  0.0322  0.0902
0.54 -0.0117  0.0593  -0.0441  0.0422  0.09  
0.614-0.00748 0.0383  -0.0319  0.0307  0.089 
0.5820.0217  0.0585  -0.0691  0.0339  0.0863
0.5749.59e-050.0506  -0.0351  0.0191  0.0895
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0.711-0.0146  0.0434  -0.052   0.0305  0.087 
0.711-0.00956 0.0115  -0.0212  0.0171  0.0896
0.4580.00521 0.0429  -0.047   0.0424  0.1   
0.523-0.0151  0.0772  -0.049   0.0629  0.0843
0.6280.00278 0.0288  -0.0459  0.0294  0.0923
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0.6630.00825 0.0108  0.0105  -0.00534 0.0872
0.5990.0417  0.0349  -0.0447  0.0299  0.0847
0.6930.00937 0.0482  -0.0644  0.0155  0.0863
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0.7170.00952 0.0296  -0.0549  0.0151  0.0885
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0.7910.00498 -0.0101  -0.0493  0.0352  0.091 
0.7570.0131  0.0299  -0.0455  0.0197  0.0814
0.681-0.0121  0.032   -0.0383  0.0443  0.0849
0.7040.00282 0.0406  -0.07    0.0153  0.0899
0.64 -0.00349 0.0585  -0.0775  0.0346  0.0902
0.579-0.0003740.034   -0.0242  0.0413  0.0881
0.5290.00572 0.0364  -0.023   0.0298  0.0902
0.8120.0242  0.0293  -0.0735  0.0296  0.0808
0.5610.00772 0.0223  -0.0617  0.0585  0.0963
0.631-0.0062  0.058   -0.0452  0.0215  0.087 
0.6080.0008490.0534  -0.0581  0.034   0.0892
0.6760.0107  0.039   -0.0697  0.0276  0.0878
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0.552-0.00409 0.0461  -0.0404  0.0347  0.0927
0.8450.0006930.000941-0.08    0.0349  0.0918
0.622-0.00207 0.0464  -0.0333  -0.0004070.0922
0.805-0.0355  0.00583 -0.0359  0.0222  0.0954
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0.857-0.0103  0.0127  -0.0721  0.0148  0.0898
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0.4990.0177  0.0278  -0.021   0.0316  0.0959
0.4910.0166  0.0804  -0.0453  0.0432  0.0823
0.73 -0.00749 0.0384  -0.0963  0.0588  0.0898
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0.55 -0.00272 0.0676  -0.0506  0.0209  0.089 
0.673-0.00263 0.0284  -0.0368  0.0397  0.0875
0.6140.0269  0.0437  -0.0495  0.026   0.0845
0.604-0.0232  0.0616  -0.0568  0.0538  0.0866
0.4580.0155  0.0453  -0.0214  0.0197  0.0949
0.5780.00575 0.0557  -0.0568  0.0421  0.0884
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0.65 -0.0075  0.0446  -0.0437  0.016   0.0907
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0.5170.0164  0.0643  -0.0202  -0.00168 0.0874
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0.5040.0159  0.0333  -0.0452  0.0429  0.0972
0.595-0.0138  0.042   -0.0505  0.0303  0.0966
0.7480.00329 0.0316  -0.0741  0.0361  0.0854
0.445-0.00185 0.0528  -0.0282  0.0435  0.0952
0.628-0.0014  0.034   -0.0438  0.0209  0.094 
0.6580.00235 0.0462  -0.0548  0.0271  0.087 
0.4220.00865 0.0688  -0.036   0.0406  0.0915
0.682-0.025   0.0521  -0.0604  0.0423  0.0876
0.6370.00142 0.0387  -0.0638  0.0443  0.092 
0.827-0.00948 0.0312  -0.0777  0.0291  0.0866
0.485-0.00681 0.0554  -0.0609  0.055   0.0973
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0.6690.00897 0.0309  -0.0277  0.0267  0.0843
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0.663-0.0176  0.0325  -0.0674  0.0682  0.093 
0.629-0.0002980.023   -0.0417  0.0216  0.0936
0.6450.0155  0.0446  -0.0418  0.0115  0.0849
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0.6840.0115  0.0271  -0.0711  0.0361  0.0892
0.681-0.032   0.0233  -0.0117  0.00401 0.0947
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0.6740.00534 0.0448  -0.0552  0.0233  0.0879
0.741-0.00818 0.0385  -0.0457  0.0003640.0906
0.5640.00563 0.059   -0.0523  0.0337  0.0869
0.5470.00846 0.0702  -0.0408  0.0174  0.0874
0.438-0.0193  0.0595  -0.0586  0.083   0.0962
0.826-0.00503 0.0246  -0.0621  0.038   0.082 
0.4820.0292  0.0588  -0.0529  0.0378  0.0875
0.7250.00834 0.0126  -0.0387  0.0194  0.0879
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0.7740.0219  0.00921 -0.0419  0.0191  0.0851
0.434-0.00566 0.0627  -0.0142  0.0302  0.0934
0.5970.019   0.0281  -0.044   0.0373  0.0893
0.6120.0033  0.0567  -0.0537  0.0207  0.0888
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0.469-0.0156  0.0844  -0.0566  0.056   0.0897
0.6220.00181 0.0327  -0.046   0.0278  0.0938
0.758-0.0223  0.0322  -0.0547  0.0185  0.0918
0.5150.00453 0.0544  -0.0414  0.0357  0.0886
0.5860.00627 0.0453  -0.042   0.0202  0.0912
0.748-0.00946 0.0474  -0.0877  0.0456  0.0874
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0.789-0.00724 0.0315  -0.0348  -0.00227 0.084 
0.5690.0135  0.0551  -0.0355  0.0188  0.0861
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0.721-0.0146  0.0438  -0.0466  0.0441  0.0833
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0.3730.00226 0.0771  -0.0298  0.0399  0.0918
0.676-5.89e-050.0334  -0.0512  0.0239  0.0911
0.715-0.00643 0.0484  -0.0752  0.0499  0.0847
0.6290.0105  0.027   -0.0569  0.0539  0.0899
0.7460.00368 0.00994 -0.0736  0.0475  0.0935
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0.764-0.0157  0.0432  -0.063   0.0181  0.0874
0.538-0.00222 0.0377  -0.0302  0.0385  0.0914
0.575-0.00066 0.0463  -0.051   0.042   0.0902
0.793-0.013   0.0358  -0.0537  0.00954 0.0864
0.734-0.0111  0.0165  -0.0432  0.0268  0.0925
0.722-0.0288  0.0561  -0.0564  0.0353  0.0852
0.5711.48e-050.0362  -0.043   0.0523  0.0913
0.655-0.00566 0.0398  -0.0459  0.0293  0.0885
0.645-0.00409 0.0473  -0.0529  0.0395  0.087 
0.63 0.00676 0.0418  -0.0609  0.0465  0.0877
0.5550.00532 0.0463  -0.0401  0.0356  0.0899
0.69 0.0113  0.0441  -0.0556  0.00734 0.0897
0.635-0.00254 0.0235  -0.032   0.0219  0.094 
0.5980.00705 0.0566  -0.0527  0.0442  0.0833
0.632-0.00763 0.022   -0.046   0.0376  0.0958
0.5640.0163  0.0271  -0.0424  0.0406  0.0936
0.5170.00469 0.0587  -0.0643  0.0508  0.0914
0.58 -0.00155 0.0264  -0.0142  0.0248  0.0921
0.853-0.0336  0.0357  -0.0487  0.0293  0.0828
0.6630.0108  0.0331  -0.0403  0.0248  0.0856
0.439-0.00861 0.0547  -0.0227  0.0368  0.0939
0.6570.0003660.0554  -0.0765  0.0371  0.0883
0.58 0.0008880.0553  -0.034   0.0172  0.0867
0.5020.00927 0.0517  -0.0422  0.0396  0.091 
0.747-0.0145  0.0334  -0.0616  0.0432  0.0873
0.515-0.0232  0.0605  -0.0261  0.0354  0.0921
0.7  0.00538 0.0174  -0.0458  0.0283  0.0888
0.864-0.0297  -0.0145  -0.0441  0.0314  0.0931
0.4340.00447 0.056   -0.0242  0.0285  0.0923
0.667-0.0181  0.0395  -0.0536  0.0448  0.0904
0.6260.0036  0.052   -0.0456  0.0361  0.0853
0.573-0.0121  0.0412  -0.0365  0.031   0.0942
0.61 0.00446 0.0466  -0.0388  0.0198  0.088 
0.615-0.0113  0.0539  -0.039   0.03    0.0872
0.698-0.0199  0.0448  -0.0414  0.0198  0.0872
0.621-0.00869 0.04    -0.0439  0.0115  0.0942
0.627-0.00505 0.0454  -0.0285  0.0117  0.0873
0.57 0.0005620.0405  -0.0558  0.0311  0.0946
0.6050.00185 0.05    -0.0417  0.0132  0.0872
0.656-0.0064  0.0468  -0.0444  0.0244  0.0885
0.539-0.024   0.0845  -0.0498  0.035   0.0871
0.595-0.0128  0.0398  -0.0399  0.0343  0.0909
0.697-0.0142  0.0437  -0.0743  0.0354  0.0907
0.7630.00577 0.0226  -0.0489  0.0246  0.0865
0.5910.00921 0.0342  -0.0507  0.0518  0.0883
0.6830.0116  0.0288  -0.068   0.0407  0.09  
0.686-0.00744 0.0304  -0.0608  0.0582  0.0893
0.7160.0003820.00606 -0.0285  0.00988 0.0912
0.664-0.0008170.0147  -0.0294  0.0168  0.0942
0.792-0.0179  0.0321  -0.0427  0.0144  0.087 
0.5880.00295 0.0619  -0.0789  0.0221  0.0945
0.4990.00302 0.0505  -0.0345  0.0233  0.0941
0.467-0.0114  0.0923  -0.0283  0.0102  0.0861
0.627-0.00485 0.0496  -0.0548  0.0425  0.0864
0.692-0.00937 0.0136  -0.0595  0.0503  0.0931
0.6780.00714 0.0239  -0.0425  0.0294  0.0886
0.585-0.0132  0.0496  -0.0493  0.0403  0.093 
0.376-0.00711 0.0692  -0.0393  0.0533  0.0934
0.629-0.0372  0.0622  -0.0403  0.0144  0.091 
0.56 -0.00577 0.0396  -0.0501  0.0487  0.0941
0.674-0.0351  0.0555  -0.0306  0.00911 0.0902
0.634-0.0262  0.0268  -0.0459  0.0118  0.103 
0.791-0.00125 0.0112  -0.063   0.0403  0.0863
0.631-0.0101  0.0395  -0.0326  0.0277  0.0895
0.362-0.0128  0.0861  -0.0318  0.0346  0.0939
0.902-0.00508 0.00891 -0.045   0.021   0.0809
0.708-0.00161 0.0275  -0.046   0.0287  0.0888
0.6490.00827 0.0482  -0.085   0.0438  0.0919
0.6270.00403 0.0482  -0.058   0.0249  0.0895
0.38 0.00513 0.0586  -0.0281  0.0181  0.102 
0.7112.71e-060.00286 -0.0425  0.0303  0.0941
0.5620.00772 0.0278  -0.0478  0.0402  0.0975
0.72 0.00408 0.0332  -0.0726  0.0394  0.0868
0.794-0.0203  0.027   -0.061   0.0374  0.086 
0.4370.00848 0.0492  -0.0371  0.0517  0.0921
0.4810.0237  0.046   -0.0445  0.0386  0.0922
0.705-0.0308  0.0229  -0.0362  0.0291  0.0921
0.446-0.00176 0.074   -0.0253  0.0301  0.0878
0.6980.00505 0.0326  -0.0592  0.0337  0.0867
0.669-0.0262  0.0423  -0.0434  0.0154  0.0927
0.635-0.00818 0.0627  -0.0651  0.035   0.0879
0.7160.0165  0.0223  -0.073   0.0197  0.0935
0.711-0.00506 0.0414  -0.059   0.0455  0.0837
0.603-0.0187  0.0254  -0.0218  0.0436  0.0909
0.6630.00335 0.041   -0.0482  0.0262  0.0889
0.5520.00305 0.0529  -0.0256  0.0218  0.0876
0.655-0.0249  0.0499  -0.0424  0.032   0.0892
0.689-0.00936 0.0566  -0.0588  0.0272  0.0851
0.4560.0134  0.048   -0.018   0.00114 0.0962
0.7530.0141  0.0123  -0.0481  0.0242  0.088 
0.753-0.0004680.025   -0.0367  0.0119  0.0874
0.5920.0169  0.0546  -0.0809  0.0672  0.0851
0.491-0.00305 0.0721  -0.0606  0.0463  0.0906
0.6980.0119  0.0482  -0.0677  0.0414  0.0822
0.6080.00577 0.0295  -0.0442  0.0369  0.0929
0.708-0.0225  0.0249  -0.0313  0.0117  0.0919
0.5040.00178 0.0503  -0.0317  0.0262  0.0919
0.4440.00535 0.0666  -0.0208  0.0219  0.0921
0.648-0.0116  0.0477  -0.0519  0.03    0.0901
0.724-0.0278  0.0431  -0.0431  0.00921 0.0897
0.5380.00759 0.0373  -0.0277  0.0365  0.0926
0.7720.00925 0.0301  -0.074   0.0423  0.0832
0.6650.0192  0.035   -0.0436  0.0131  0.0884
0.572-0.00688 0.0418  -0.0387  0.0277  0.0935
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0.756-0.0008770.0347  -0.0605  0.0309  0.0857
0.6640.01    0.0261  -0.0637  0.0332  0.0917
0.6470.0223  0.0368  -0.0407  0.0214  0.0834
0.701-0.0146  0.0311  -0.054   0.0516  0.0874
0.721-0.0005060.0371  -0.0667  -0.00269 0.0953
0.5260.0084  0.0246  -0.0271  0.0382  0.0927
0.49 0.0134  0.0339  -0.0522  0.0477  0.0977
0.6680.0122  0.048   -0.0562  0.0162  0.0886
0.701-0.00601 0.0455  -0.0639  0.0221  0.089 
0.621-0.0223  0.0414  -0.0622  0.0401  0.0962
0.49 0.0236  0.0596  -0.0631  0.0505  0.0898
0.606-0.0153  0.0564  -0.0535  0.0186  0.093 
0.71 0.00923 0.0477  -0.0539  0.0113  0.0837
0.662-0.0172  0.0322  -0.0261  0.0146  0.0903
0.514-0.0132  0.0607  -0.0427  0.0195  0.0945
0.608-0.00557 0.0536  -0.0333  0.0333  0.0845
0.857-0.021   0.031   -0.0702  0.0396  0.0846
0.742-0.00329 0.0179  -0.0448  0.0245  0.087 
0.688-0.0005740.0373  -0.0514  0.0211  0.0876
0.57 0.00866 0.00742 -0.00159 0.0145  0.095 
0.545-0.0214  0.0861  -0.0523  0.0244  0.0881
0.57 -0.0107  0.0415  -0.0422  0.0329  0.0947
0.5310.0198  0.0319  -0.0297  0.0366  0.0893
0.563-0.00248 0.0401  -0.05    0.0419  0.0933
0.539-0.0216  0.0202  -0.0263  0.0297  0.102 
0.641-0.00396 0.0502  -0.0482  0.043   0.0839
0.503-0.0308  0.0721  -0.05    0.0461  0.0925
0.643-0.00531 0.0335  -0.0332  0.0388  0.0868
0.56 0.0006860.043   -0.0482  0.024   0.0953
0.5090.0177  0.06    -0.0348  0.037   0.085 
0.65 0.00741 0.0372  -0.0652  0.043   0.0914
0.579-0.00497 0.0335  -0.033   0.0102  0.0978
0.3910.0107  0.0596  -0.0352  0.0426  0.0948
0.6080.0191  0.0457  -0.0647  0.0463  0.0851
0.63 -0.0056  0.0465  -0.0416  0.047   0.0871
0.6090.00152 0.0381  -0.0359  0.0321  0.0893
0.736-0.00883 0.0392  -0.0492  0.00416 0.0877
0.765-0.0146  0.0254  -0.0599  0.0584  0.0853
0.545-0.0219  0.0445  -0.0165  0.0157  0.0936
0.67 0.00617 0.0486  -0.0723  0.0509  0.0849
0.4330.0308  0.063   -0.0307  0.0358  0.0854
0.7490.0001080.0264  -0.0648  0.0331  0.0873
0.622-0.00635 0.0387  -0.0452  0.0197  0.0914
0.642-0.00973 0.0359  -0.0529  0.0488  0.0882
0.713-0.0205  0.0404  -0.0439  0.0205  0.0888
0.4460.0253  0.0869  -0.0424  0.0382  0.0814
0.5120.00106 0.0499  -0.0426  0.0216  0.0952
0.8  -0.0123  0.0116  -0.07    0.0357  0.0906
0.7310.00442 0.0278  -0.042   0.0149  0.0873
0.6340.00509 0.0374  -0.0466  0.0318  0.0879
0.678-0.0176  0.0153  -0.0145  0.0211  0.0914
0.623-0.00727 0.0207  -0.028   0.0109  0.0956
0.652-0.0105  0.0553  -0.0391  0.0226  0.0851
0.7760.0144  0.0251  -0.0624  0.0106  0.0886
0.4460.00425 0.0478  -0.0118  0.0163  0.0945
0.47 0.0005630.0507  -0.0246  0.031   0.093 
0.705-0.00401 0.0337  -0.0626  0.0554  0.086 
0.5390.00835 0.0438  -0.0338  0.0493  0.0886
0.603-0.0022  0.0432  -0.054   0.0414  0.0911
0.64 -0.0343  0.0269  -0.0606  0.0484  0.1   
0.813-0.00484 0.0201  -0.075   0.0539  0.0821
0.671-0.00702 0.0213  -0.0569  0.0333  0.0934
0.4650.0375  0.019   -0.0253  0.0427  0.0933
0.447-0.00656 0.0518  -0.0447  0.0537  0.0976
0.683-0.0174  0.0158  -0.0312  0.0268  0.0943
0.5370.0048  0.0605  -0.0409  0.0232  0.0894
0.3460.00329 0.0957  -0.0355  0.0331  0.0891
0.5610.0198  0.0464  -0.041   0.0336  0.0875
0.464-0.0118  0.0599  -0.0295  0.0443  0.0932
0.65 0.00555 0.0514  -0.058   0.0482  0.0834
0.484-0.00673 0.0589  -0.0219  0.0319  0.09  
0.5990.00434 0.0523  -0.0531  0.017   0.0901
0.71 -0.00178 0.0392  -0.051   0.014   0.0874
0.5210.0169  0.0622  -0.0526  0.0411  0.087 
0.5880.00278 0.0313  -0.0328  0.0272  0.0927
0.7040.00711 0.0222  -0.0482  0.036   0.0882
0.591-0.0129  0.0629  -0.0641  0.05    0.0888
0.5920.0003270.0813  -0.0672  0.0406  0.0826
0.582-0.0048  0.046   -0.0437  0.0433  0.0896
0.5060.00878 0.0545  -0.0394  0.0349  0.092 
0.55 -0.00535 0.062   -0.0499  0.0448  0.0896
0.657-0.0035  0.0412  -0.0304  0.00364 0.0884
0.69 -0.00818 0.00893 -0.0263  0.0259  0.0927
0.8060.00451 0.00922 -0.0452  0.0145  0.0868
0.5430.00561 0.0694  -0.0479  0.052   0.0828
0.525-0.0155  0.0598  -0.0365  0.0476  0.0897
0.703-0.0177  0.0332  -0.0556  0.0324  0.0918
0.821-0.0361  0.0252  -0.0339  0.0442  0.082 
0.659-0.0221  0.0279  -0.039   0.0294  0.0935
0.65 0.0208  0.00815 -0.0315  0.0294  0.0894
0.885-0.00974 0.0246  -0.0557  0.00284 0.0842
0.502-0.0157  0.0555  -0.0477  0.058   0.0926
0.736-0.00505 0.0348  -0.0696  0.0394  0.0875
0.644-0.00841 0.0189  -0.0382  0.0514  0.0916
0.585-0.0122  0.0601  -0.0486  0.0335  0.089 
0.756-0.0472  0.0311  -0.0163  0.0103  0.091 
0.741-0.00032 0.0317  -0.0583  0.0248  0.0857
0.4090.00589 0.0691  -0.0631  0.0584  0.0953
0.5190.0208  0.0391  -0.0384  0.052   0.0883
0.62 0.0172  0.0434  -0.0695  0.0539  0.0868
0.591-0.0208  0.06    -0.0264  0.032   0.0876
0.539-0.0105  0.0539  -0.034   0.0273  0.0931
0.533-0.0204  0.0464  -0.0283  0.0229  0.0963
0.6510.0165  0.0311  -0.0425  0.0165  0.0899
0.655-0.00687 0.021   -0.0298  0.0203  0.0934
0.4170.0221  0.0738  -0.0342  0.0172  0.0919
0.4910.00969 0.0304  -0.0451  0.0525  0.0963
0.6790.0196  0.0289  -0.0681  0.0195  0.0938
0.657-0.0401  0.0628  -0.0477  0.0407  0.087 
0.774-0.00766 0.045   -0.0783  0.0319  0.0861
0.5240.00283 0.0426  -0.0361  0.033   0.0933
0.75 -0.0137  0.0453  -0.0858  0.0521  0.0879
0.7  0.00835 0.0419  -0.0654  0.0423  0.0826
0.684-0.0107  0.0351  -0.054   0.029   0.0879
0.641-0.00317 0.0218  -0.0301  0.0195  0.0937
0.675-0.0277  0.042   -0.0716  0.0597  0.0916
0.5540.0177  0.0454  -0.0348  0.0203  0.0894
0.602-0.0142  0.0441  -0.0498  0.041   0.0914
0.852-0.0425  0.0148  -0.0254  0.00366 0.0884
0.619-0.00663 0.0158  -0.0386  0.0377  0.096 
0.713-0.00743 0.0365  -0.072   0.034   0.0907
0.646-0.0004940.0276  -0.0394  0.0353  0.0904
0.6760.00246 0.047   -0.0363  0.0113  0.0844
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0.6640.00742 0.0295  -0.0302  0.00451 0.0884
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0.82 -0.0211  0.00452 -0.0635  0.029   0.094 
0.4550.0252  0.0421  -0.0239  0.0199  0.0941
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0.598-0.00151 0.0349  -0.0403  0.0185  0.0934
0.7020.00704 0.0217  -0.0502  0.0422  0.087 
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0.683-0.0178  0.0321  -0.0203  0.0279  0.0884
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0.56 -0.00672 0.0359  -0.0607  0.0525  0.0971
0.633-0.0116  0.056   -0.0509  0.036   0.0864
0.67 -0.0162  0.04    -0.0387  0.0307  0.0873
0.7610.00689 0.0185  -0.0785  0.0482  0.0882
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0.5850.00128 0.0515  -0.0574  0.0254  0.0914
0.7020.016   0.0242  -0.058   0.0226  0.0893
0.556-0.0001370.0505  -0.0302  0.0347  0.0882
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0.6780.0165  0.0457  -0.0494  0.00278 0.0882
0.6750.00454 0.0299  -0.0161  -0.00244 0.087 
0.5890.00535 0.0495  -0.0462  0.0271  0.0878
0.537-0.0111  0.0615  -0.0541  0.0492  0.0887
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0.6540.00912 0.027   -0.0463  0.0362  0.089 
0.4530.00648 0.0398  -0.0424  0.0474  0.0982
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0.635-0.0122  0.0462  -0.0529  0.0506  0.087 
0.5590.00735 0.0711  -0.0658  0.0311  0.0885
0.5540.00875 0.0412  -0.0529  0.0337  0.0944
0.5610.0124  0.0323  -0.0359  0.0245  0.093 
0.49 0.00418 0.0647  -0.0604  0.0594  0.0892
0.686-0.0114  0.035   -0.0446  0.0424  0.0859
0.4350.00519 0.0706  -0.0297  0.0168  0.091 
0.661-0.0008640.0604  -0.051   0.0219  0.0839
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0.648-0.00445 0.0785  -0.0809  0.0421  0.083 
0.6250.00479 0.0454  -0.0665  0.0536  0.087 
0.8590.0226  0.0121  -0.051   0.032   0.0792
0.649-0.0338  0.0442  -0.0439  0.0392  0.0924
0.7090.00479 0.0193  -0.0389  0.00773 0.0927
0.775-0.0029  0.00204 -0.0575  0.0222  0.094 
0.73 -0.0213  0.047   -0.0685  0.0216  0.0897
0.5330.0102  0.0218  -0.0241  0.0474  0.0919
0.6040.00264 0.034   -0.0228  0.00932 0.0907
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0.3610.0183  0.0588  -0.0445  0.0105  0.104 
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0.644-0.0004210.025   -0.00419 -0.0003230.0895
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0.5540.00333 0.0649  -0.0575  0.0334  0.0883
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0.668-0.00285 0.068   -0.079   0.0392  0.083 
0.61 -0.0193  0.0554  -0.028   0.00931 0.0901
0.6380.0107  0.0436  -0.055   0.0484  0.0835
0.5440.00171 0.0343  -0.0339  0.0269  0.0949
0.6750.00306 0.0507  -0.0531  0.0348  0.0826
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0.617-0.0105  0.0455  -0.0632  0.0453  0.0926
0.7160.0096  0.0272  -0.0725  0.0372  0.0894
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0.6350.0145  0.0163  -0.0542  0.0382  0.0941
0.616-0.0139  0.0452  -0.0346  0.0131  0.0912
0.866-0.0337  0.014   -0.0499  0.0381  0.0877
0.5040.00409 0.0512  -0.0287  0.032   0.089 
0.757-0.0226  0.0213  -0.0121  0.00223 0.0861
0.6440.0039  0.0328  -0.0675  0.0628  0.0874
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0.7640.0227  0.0376  -0.0737  0.0315  0.082 
0.647-0.0378  0.0263  -0.0365  0.0349  0.0964
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0.47 -0.0014  0.0914  -0.0578  0.0523  0.0856
0.4820.00216 0.0496  -0.0281  0.0536  0.0892
0.42 0.00333 0.058   -0.0196  0.0504  0.0887
0.6320.00693 0.0309  -0.0399  0.0294  0.091 
0.618-0.0305  0.0484  -0.0259  0.0358  0.0891
0.513-0.021   0.0696  -0.0516  0.0268  0.096 
0.609-0.00695 0.0409  -0.0523  0.0415  0.0917
0.67 -0.00334 0.0196  -0.0278  0.0136  0.0928
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0.5660.026   0.0506  -0.0461  0.0299  0.0862
0.7550.00306 0.0324  -0.0666  0.0247  0.0859
0.428-0.00507 0.0606  -0.00756 0.0577  0.0845
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0.811-0.00686 0.0286  -0.0447  0.0131  0.0867
0.6410.00167 0.0531  -0.0381  0.0113  0.0842
0.628-0.0263  0.0652  -0.0737  0.0369  0.0923
0.4660.0213  0.051   -0.0363  0.0404  0.0898
0.8280.0203  0.000717-0.0673  0.0288  0.0868
0.4870.00974 0.0521  -0.0401  0.033   0.0919
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0.636-0.00474 0.051   -0.0562  0.0324  0.0886
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0.751-0.00957 0.0466  -0.079   0.0269  0.0885
0.583-0.008   0.0192  -0.028   0.0449  0.095 
0.634-0.0184  0.0287  -0.0569  0.0396  0.098 
0.5440.0143  0.047   -0.0372  0.0281  0.0871
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0.519-0.00799 0.0249  -0.0009420.0223  0.0958
0.56 0.0183  0.0194  -0.0235  0.011   0.0949
0.46 0.0253  0.0518  -0.0488  0.0159  0.097 
0.736-0.0158  0.027   -0.0672  0.0294  0.0937
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0.65 -0.00814 0.0285  -0.0518  0.0337  0.0934
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0.712-0.0263  0.0361  -0.0304  -0.00288 0.0932
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0.717-0.0038  0.0382  -0.039   0.0002490.0874
0.5320.00878 0.0446  -0.025   0.0329  0.0867
0.646-0.00903 0.0612  -0.0399  0.015   0.085 
0.815-0.0003440.0119  -0.0532  0.0141  0.0895
0.711-0.00755 0.0318  -0.0696  0.0377  0.091 
0.603-0.00223 0.0537  -0.0554  0.0343  0.0892
0.7230.00372 0.032   -0.0487  0.0357  0.0842
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0.547-0.0195  0.0372  -0.0428  0.0436  0.0967
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0.664-0.00561 0.033   -0.0459  0.0468  0.0847
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0.651-0.0479  0.0345  -0.0133  0.0101  0.0967
0.758-0.034   0.0367  -0.0669  0.0384  0.0893
0.6140.0249  0.0385  -0.0557  0.0337  0.0889
0.6380.00272 0.0434  -0.0651  0.0169  0.094 
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0.5210.0229  0.0234  -0.05    0.0401  0.0968
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0.6490.00204 0.0283  -0.0349  0.018   0.0904
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0.698-0.00954 0.041   -0.0515  0.0043  0.092 
0.7320.00271 0.0175  -0.044   0.023   0.0888
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0.6060.00355 0.0496  -0.0576  0.0431  0.088 
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0.7180.0102  0.0201  -0.0581  0.0371  0.089 
0.4880.016   0.0434  -0.0366  0.0508  0.089 
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0.561-0.0182  0.0647  -0.0571  0.0439  0.089 
0.5060.0001340.0475  -0.0283  0.031   0.0928
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0.7160.00972 0.0519  -0.0569  0.0118  0.0837
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0.6270.0146  0.035   -0.0496  0.0506  0.0883
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0.796-0.0187  0.0382  -0.0553  0.0109  0.088 
0.6460.00275 0.0559  -0.0617  0.0288  0.0883
0.735-0.00348 0.0484  -0.0791  0.0258  0.0888
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0.571-0.0131  0.0386  -0.0332  0.0465  0.092 
0.7440.012   0.0166  -0.0613  0.00754 0.0945
0.655-0.0144  0.0361  -0.0387  0.0279  0.0909
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0.658-0.0509  0.0525  -0.033   0.0331  0.0893
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0.519-0.00925 0.0487  -0.0283  0.0233  0.0946
0.5650.00333 0.0529  -0.0569  0.0434  0.0886
0.637-0.0009690.056   -0.0665  0.0335  0.0897
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0.5160.00335 0.0489  -0.0329  0.0331  0.0916
0.5210.00518 0.0338  -0.025   0.022   0.0944
0.59 -0.0123  0.0748  -0.0512  0.0312  0.085 
0.5230.0167  0.032   -0.0321  0.0228  0.0937
0.5860.016   0.0248  -0.0296  0.0249  0.0896
0.613-0.00458 0.0535  -0.0328  0.016   0.086 
0.765-0.0188  0.0328  -0.0607  0.0329  0.0871
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0.5880.00237 0.0343  -0.0497  0.0403  0.0929
0.6430.0134  0.0388  -0.0447  0.0283  0.0854
0.884-0.0144  0.00941 -0.0535  0.0242  0.087 
0.79 -2.23e-050.0186  -0.0479  0.005   0.0891
0.465-0.00728 0.074   -0.025   -0.00223 0.0928
0.6440.0224  0.027   -0.0357  0.0126  0.088 
0.648-0.00625 0.0381  -0.0549  0.045   0.0911
0.55 0.00849 0.029   -0.0544  0.0244  0.0993
0.54 -0.00965 0.0427  -0.021   0.00934 0.0944
0.5850.00842 0.0352  -0.0382  0.0448  0.0882
0.546-0.0145  0.0337  -0.0337  0.00547 0.1   
0.6920.00792 0.0225  -0.0471  0.0376  0.0888
0.4440.00498 0.055   -0.0303  0.0468  0.0914
0.5830.018   0.0453  -0.0489  0.027   0.0886
0.6810.00165 0.0248  -0.0347  0.0141  0.0897
0.744-0.0103  0.0407  -0.0638  0.0439  0.0858
0.6460.00933 0.0602  -0.0699  0.0475  0.0828
0.6320.0002390.0268  -0.0488  0.0418  0.0912
0.645-0.0186  0.0447  -0.0344  0.0211  0.087 
0.551-0.0006470.0461  -0.0509  0.0684  0.0876
0.57 -0.00558 0.0457  -0.0415  0.0161  0.0933
0.5180.0103  0.0492  -0.0292  0.0138  0.0944
0.5830.016   0.0342  -0.0413  0.0248  0.091 
0.4630.0327  0.0322  -0.0348  0.033   0.0966
0.724-0.0147  0.0341  -0.0584  0.026   0.0915
0.544-0.00598 0.04    -0.0642  0.059   0.0966
0.641-0.00144 0.0237  -0.0191  0.024   0.0886
0.5380.00699 0.0658  -0.0586  0.0433  0.0886
0.5610.00388 0.0536  -0.065   0.0605  0.0903
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0.6370.00349 0.0529  -0.0504  0.038   0.0821
0.3980.0364  0.0479  -0.0613  0.0564  0.0982
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0.5320.00851 0.0557  -0.0593  0.0334  0.0917
0.614-0.0039  0.024   -0.0469  0.0314  0.0978
0.64 0.00136 0.0105  -0.0525  0.0522  0.0941
0.6130.0147  0.0237  -0.0717  0.054   0.0946
0.6510.00669 0.0266  -0.052   0.0551  0.0888
0.4840.00182 0.0799  -0.0533  0.0431  0.0883
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0.6280.0134  0.0394  -0.0448  0.0266  0.0866
0.5590.0183  0.0613  -0.0539  0.0277  0.0868
0.682-0.0173  0.0299  -0.0619  0.0511  0.0931
0.611-0.00233 0.0512  -0.0321  0.0308  0.0835
0.5570.0216  0.0465  -0.0609  0.0418  0.0906
0.6370.0154  0.0435  -0.0709  0.0468  0.0881
0.6450.025   0.0501  -0.0609  0.0215  0.0837
0.6680.00162 0.005   -0.0597  0.0483  0.0979
0.602-0.00586 0.0416  -0.00938 0.00126 0.0892
0.6  0.00835 0.0364  -0.065   0.0377  0.0939
0.519-0.00711 0.0441  -0.0248  0.0329  0.0934
0.827-0.00192 0.0151  -0.0569  0.0117  0.0869
0.702-0.00681 0.0506  -0.0603  0.0137  0.0892
0.6760.00655 0.033   -0.042   0.0321  0.0861
0.5240.00578 0.042   -0.0379  0.048   0.0924
0.4830.00741 0.0164  -0.0304  0.0616  0.0989
0.514-0.0131  0.0603  -0.0444  0.0227  0.0971
0.4320.0239  0.0293  -0.0118  0.033   0.0942
0.5010.0186  0.0336  -0.0666  0.0466  0.0979
0.677-0.0074  0.0155  -0.0279  0.0304  0.0912
0.618-0.0173  0.0379  -0.0278  0.0185  0.091 
0.565-0.00576 0.0518  -0.0462  0.0561  0.0874
0.582-0.00883 0.0597  -0.0361  0.0305  0.0873
0.54 -0.0265  0.05    -0.0395  0.0367  0.0946
0.813-0.0223  0.0308  -0.0533  0.0298  0.0849
0.6690.00544 0.0479  -0.0519  0.0174  0.0865
0.6540.0008390.0377  -0.0467  0.03    0.0889
0.638-0.0166  0.0505  -0.0433  0.0294  0.087 
0.613-0.00869 0.0317  -0.0369  0.0486  0.0896
0.5260.0113  0.0523  -0.0425  0.0392  0.0882
0.7150.00137 0.0204  -0.0376  0.0129  0.0895
0.811-0.00893 0.0395  -0.0605  0.0263  0.0814
0.5180.0395  0.0433  -0.0274  0.0408  0.0858
0.635-0.0169  0.0598  -0.0576  0.0297  0.0889
0.6740.00958 0.0155  -0.0554  0.031   0.0931
0.7810.00695 0.0264  -0.0581  0.0143  0.0864
0.6  -0.00661 0.034   -0.0553  0.0545  0.0914
0.695-0.00245 0.0403  -0.061   0.0166  0.0896
0.623-0.00314 0.0371  -0.056   0.0368  0.0913
0.885-0.0184  0.0154  -0.084   0.0454  0.0867
0.68 -0.00237 0.0501  -0.046   0.0275  0.0836
0.6690.00109 0.0359  -0.0538  0.0486  0.0863
0.673-0.0005480.0404  -0.0492  0.0466  0.0873
0.545-0.0102  0.0606  -0.00877 0.00756 0.0851
0.647-0.011   0.0184  -0.0328  0.0447  0.0914
0.5820.0188  0.0465  -0.0497  0.036   0.0866
0.549-0.0113  0.0404  -0.0414  0.0366  0.0967
0.621-0.0109  0.0584  -0.0507  0.0561  0.084 
0.6480.00632 0.0174  -0.0293  0.0205  0.0891
0.677-0.00346 0.0403  -0.0546  0.0339  0.0852
0.763-0.0198  0.0203  -0.0418  0.0247  0.0886
0.5120.0138  0.0361  -0.0348  0.0159  0.0952
0.68 0.0087  0.0399  -0.0486  0.0295  0.0856
0.5  0.0119  0.0569  -0.0529  0.0459  0.0908
0.819-0.0289  0.0122  -0.0569  0.0336  0.0903
0.598-0.00737 0.0537  -0.0391  0.0331  0.0874
0.696-0.00352 0.0155  -0.0649  0.0327  0.0964
0.7160.00303 0.0328  -0.0382  0.0107  0.0855
0.608-0.00133 0.0574  -0.0601  0.0408  0.0878
0.6260.00574 0.0628  -0.0493  0.0183  0.0845
0.563-0.012   0.0446  -0.052   0.0522  0.0928
0.672-0.00424 0.0405  -0.0554  0.0335  0.0892
0.634-0.0095  0.0362  -0.0561  0.0318  0.0941
0.4650.00999 0.071   -0.059   0.0338  0.0943
0.647-0.0187  0.0477  -0.0377  0.0248  0.0873
0.786-0.00386 0.0148  -0.0351  0.00574 0.0864
0.6330.0002640.0528  -0.0576  0.0401  0.0851
0.6860.0352  0.0143  -0.0526  0.0452  0.084 
0.511-0.0254  0.0784  -0.0222  0.01    0.0882
0.6210.0006720.0351  -0.0244  0.0194  0.0889
0.6910.00139 0.0251  -0.0474  0.0121  0.0911
0.62 -0.0005840.0222  -0.0164  0.0146  0.0912
0.6520.0201  0.0309  -0.0506  0.0385  0.0852
0.6660.0346  0.0187  -0.0368  0.0414  0.0815
0.661-0.0131  0.0388  -0.0751  0.0439  0.0944
0.669-0.0184  0.0425  -0.0586  0.0108  0.0952
0.726-0.025   0.0425  -0.047   0.0004350.0926
0.6  -0.00249 0.0409  -0.024   0.0143  0.0902
0.669-0.00111 0.0603  -0.0696  0.0513  0.0822
0.6960.0113  0.0363  -0.0585  0.0173  0.0884
0.63 0.00596 0.0383  -0.0655  0.0418  0.091 
0.521-0.00129 0.0191  -0.00831 0.00516 0.101 
0.5850.0191  0.0231  -0.0157  0.0311  0.0873
0.5950.00347 0.0467  -0.0301  0.0467  0.0847
0.7170.00509 0.0334  -0.0631  0.0343  0.086 
0.741-0.0214  0.0459  -0.0422  0.00315 0.0856
0.54 -0.0149  0.0589  -0.0406  0.0395  0.0905
0.3830.0159  0.0787  -0.0259  0.0343  0.089 
0.671-0.0185  0.0339  -0.0369  0.0445  0.0855
0.5340.00386 0.0449  -0.0516  0.0548  0.0921
0.657-0.0033  0.0337  -0.076   0.0399  0.0961
0.6090.0109  0.053   -0.0291  0.0172  0.0819
0.72 0.00781 0.00789 -0.0261  0.0135  0.0877
0.5110.0129  0.0449  -0.048   0.0477  0.0922
0.714-0.0145  0.00995 -0.0231  0.0221  0.091 
0.5510.00953 0.0398  -0.0145  0.0171  0.09  
0.636-0.0009890.0565  -0.0627  0.0268  0.0877
0.64 -0.00664 0.0501  -0.0569  0.0335  0.0874
0.838-0.0342  0.044   -0.0662  0.0257  0.0853
0.767-0.0163  0.0181  -0.0665  0.0431  0.091 
0.638-0.0274  0.0563  -0.0396  0.0247  0.0881
0.5860.00256 0.0404  -0.051   0.0321  0.0927
0.747-0.0271  0.0335  -0.0523  0.0223  0.09  
0.4350.0182  0.0517  -0.0237  0.0473  0.0896
0.538-0.0022  0.0425  -0.0581  0.0662  0.0933
0.763-0.0185  0.0135  -0.0409  0.0178  0.0903
0.522-0.00411 0.0276  -0.0325  0.0348  0.0991
0.5870.0125  0.0436  -0.0153  0.0104  0.0838
0.6380.0185  0.0373  -0.0602  0.0264  0.0908
0.4380.00532 0.0776  -0.0366  0.0445  0.0873
0.6210.0291  0.0372  -0.0644  0.044   0.087 
0.4790.0256  0.0486  -0.0176  0.0295  0.0861
0.782-0.041   0.0367  -0.0532  0.018   0.0918
0.737-0.0059  0.038   -0.0482  0.0312  0.0826
0.687-0.00791 0.0411  -0.0682  0.0346  0.0896
0.667-0.00834 0.0551  -0.0537  0.0411  0.084 
0.696-0.0156  0.027   -0.0378  0.0405  0.0889
0.561-0.00551 0.0497  -0.0332  0.0405  0.0901
0.861-0.0203  0.0162  -0.0692  0.0379  0.0865
0.6990.0155  0.0353  -0.0892  0.0569  0.0884
0.7470.00393 0.0241  -0.0584  0.0305  0.0858
0.3530.00608 0.0832  -0.0517  0.0507  0.0927
0.652-0.00432 0.0417  -0.0578  0.0416  0.0898
0.415-0.0077  0.0637  -0.0128  0.0246  0.0924
0.499-0.00908 0.0812  -0.0587  0.0214  0.0913
0.664-0.00286 0.0491  -0.05    0.0269  0.0869
0.537-0.0129  0.0385  -0.032   0.044   0.0954
0.975-0.0249  -0.0196  -0.0548  0.00054 0.0933
0.627-0.0288  0.0542  -0.0344  0.0486  0.0869
0.5920.0105  0.0475  -0.0409  0.0233  0.0886
0.79 0.0127  0.0236  -0.0538  -0.00112 0.0875
0.624-0.0265  0.0436  -0.0275  0.0424  0.0877
0.553-0.0266  0.0402  -0.0344  0.0295  0.0986
0.59 0.00843 0.0337  -0.0483  0.0414  0.0915
0.5230.00682 0.0511  -0.0758  0.0707  0.0918
0.4820.0142  0.0577  -0.0461  0.0417  0.0901
0.515-0.00576 0.047   -0.0352  0.0464  0.0935
0.68 -0.00489 0.0183  -0.0555  0.069   0.0892
0.6580.00455 0.0355  -0.0372  0.0208  0.0868
0.5890.0177  0.0233  -0.0254  0.0326  0.0883
0.6490.0044  0.0362  -0.0559  0.0208  0.0902
0.594-0.0132  0.08    -0.038   0.012   0.0838
0.527-0.0108  0.0432  -0.0241  0.0171  0.0942
0.682-0.0225  0.0387  -0.0495  0.0272  0.0933
0.621-0.0381  0.0647  -0.0567  0.0504  0.0881
0.7090.00881 0.0109  -0.0616  0.0342  0.0917
0.502-0.00917 0.0627  -0.0305  0.0376  0.0886
0.679-0.022   0.0452  -0.0537  0.0245  0.0886
0.678-0.0175  0.0401  -0.0798  0.0694  0.0895
0.5280.00144 0.0614  -0.0355  0.0366  0.0889
0.527-0.00122 0.0622  -0.0739  0.0706  0.0894
0.545-0.0274  0.059   -0.04    0.0253  0.0969
0.721-0.0296  0.0557  -0.0458  0.0159  0.0862
0.578-0.0227  0.0585  -0.0363  0.0255  0.0919
0.602-0.00292 0.0256  -0.0373  0.0247  0.096 
0.641-0.00274 0.0388  -0.0342  0.0181  0.0878
0.766-0.00269 0.033   -0.0566  0.0413  0.0834
0.596-0.0157  0.0327  -0.0395  0.0441  0.0932
0.606-0.00805 0.0644  -0.0474  0.0267  0.0872
0.689-0.015   0.059   -0.0501  0.0357  0.0835
0.6710.00465 0.0383  -0.0376  0.019   0.0855
0.3410.0215  0.0535  -0.00853 0.034   0.0938
0.587-0.00875 0.0343  -0.0412  0.0343  0.0931
0.627-0.00213 0.0501  -0.0327  0.0169  0.0864
0.591-9.5e-05 0.0548  -0.0485  0.0326  0.0893
0.4460.00406 0.0501  -0.0382  0.0408  0.0949
0.558-0.0179  0.0448  -0.0296  0.0401  0.0921
0.6130.0117  0.0514  -0.0529  0.0303  0.0875
0.6710.00434 0.0336  -0.0436  0.0241  0.0896
0.758-0.00724 0.0383  -0.0434  0.0129  0.0845
0.8010.00246 0.0185  -0.0876  0.0516  0.0866
0.5380.0022  0.0326  -0.0245  0.0444  0.0895
0.647-0.0088  0.0114  -0.0117  0.025   0.091 
0.613-0.0109  0.0369  -0.056   0.0317  0.0948
0.487-0.00182 0.0798  -0.0506  0.0227  0.0902
0.52 0.00866 0.0305  -0.0387  0.0278  0.099 
0.5110.0147  0.0391  -0.0477  0.0369  0.0959
0.5840.0144  0.0205  -0.0331  0.0353  0.0925
0.6810.0258  0.0362  -0.0533  0.00747 0.0868
0.6220.0137  0.0106  -0.0165  0.019   0.0918
0.6180.0188  0.0512  -0.0442  0.0082  0.0878
0.5990.0071  0.0356  -0.054   0.0293  0.0921
0.8  -0.00892 0.0136  -0.031   0.025   0.0847
0.6360.0065  0.0388  -0.0442  0.0157  0.0908
0.5240.0267  0.0513  -0.0571  0.0305  0.0914
0.638-0.00883 0.0424  -0.0418  0.0446  0.0884
0.5  0.0165  0.0636  -0.0663  0.0589  0.0869
0.53 0.00766 0.0367  -0.0326  0.0346  0.0929
0.723-0.0114  0.0259  -0.0596  0.0352  0.0893
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0.4540.0141  0.067   -0.0268  0.0134  0.0902
0.5450.0001460.0484  -0.0132  0.015   0.0866
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0.788-0.0125  0.0384  -0.0702  0.0383  0.0847
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0.653-0.031   0.028   -0.0318  0.0351  0.0932
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0.5760.0009530.0457  -0.055   0.0345  0.0949
0.713-0.0192  0.0535  -0.0744  0.0449  0.087 
0.4880.0197  0.0641  -0.0314  0.0174  0.0876
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0.6280.0002980.0399  -0.0409  0.0389  0.087 
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0.6090.00735 0.0232  -0.0303  0.0438  0.088 
0.7480.00579 0.0283  -0.0804  0.0328  0.0882
0.795-0.0197  0.0197  -0.0324  0.00252 0.0894
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0.6  -0.00531 0.0213  -0.0312  0.0435  0.0949
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0.6390.00242 0.0187  -0.0246  0.015   0.0906
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0.553-0.00145 0.0566  -0.0573  0.0432  0.091 
0.498-0.0046  0.0533  -0.0157  0.00645 0.0952
0.6490.00667 0.0509  -0.0663  0.0286  0.0874
0.7240.0356  0.0313  -0.0545  0.00997 0.0856
0.715-0.00699 0.0366  -0.0524  0.0205  0.0886
0.638-0.0008010.0632  -0.0489  0.0372  0.0821
0.7440.0278  0.0218  -0.0617  0.0349  0.0835
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0.754-0.0117  0.0402  -0.0687  0.037   0.087 
0.791-0.0186  0.0188  -0.0641  0.0398  0.0872
0.799-0.0212  0.0191  -0.0701  0.044   0.09  
0.648-0.0276  0.048   -0.0241  0.0192  0.0895
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0.675-0.0412  0.0475  -0.0206  0.0251  0.0881
0.552-0.0105  0.0448  -0.0265  0.029   0.092 
0.6820.00309 0.0259  -0.0423  0.037   0.0869
0.6080.00176 0.0392  -0.0621  0.0438  0.0916
0.6860.00865 0.0044  -0.0339  0.0349  0.0886
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0.52 0.00509 0.0586  -0.0481  0.0411  0.089 
0.5070.0326  0.0302  -0.0379  0.0442  0.0915
0.6930.00262 0.0353  -0.057   0.0374  0.0877
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0.6270.00232 0.0387  -0.0444  0.0426  0.086 
0.664-0.0148  0.0271  -0.0512  0.0466  0.0929
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0.55 0.00453 0.0313  -0.0272  0.015   0.0936
0.7210.00813 0.0246  -0.0401  0.0155  0.0862
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0.6530.00783 0.0265  -0.0359  0.0173  0.0906
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0.6890.00418 0.0435  -0.0703  0.0373  0.0881
0.499-0.0278  0.0593  -0.0356  0.0398  0.096 
0.612-0.0187  0.0346  -0.0374  0.0328  0.0941
0.5930.00775 0.0297  -0.0379  0.0292  0.0907
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0.5540.0217  0.0407  -0.0545  0.0371  0.0915
0.75 -0.00528 0.0237  -0.0397  0.0177  0.0869
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0.699-0.0004420.04    -0.0653  0.0145  0.0908
0.6820.0121  0.0172  -0.0366  0.0201  0.089 
0.642-0.00218 0.0385  -0.0294  0.0261  0.0888
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0.504-0.00691 0.0625  -0.0635  0.0705  0.091 
0.56 0.00255 0.042   -0.0411  0.0232  0.0942
0.6010.00361 0.0359  -0.0272  0.0185  0.0888
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0.574-0.00254 0.05    -0.0601  0.0489  0.092 
0.6010.0223  0.0553  -0.0762  0.0381  0.0873
0.599-0.01    0.0342  -0.0477  0.0333  0.0953
0.4540.0179  0.0514  -0.0454  0.0636  0.091 
0.3450.0379  0.0558  -0.0362  0.0371  0.0963
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0.5920.00214 0.0448  -0.072   0.0517  0.0933
0.63 0.00891 0.0264  -0.0424  0.0203  0.0921
0.6780.00688 0.00784 -0.0182  0.0199  0.089 
0.73 -0.00464 0.0421  -0.0627  0.0252  0.0874
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0.586-0.0153  0.0307  -0.0152  0.023   0.0958
0.6170.0199  0.041   -0.0453  0.02    0.0874
0.685-0.00626 0.0368  -0.0396  0.0322  0.0859
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0.4520.0102  0.0595  -0.0208  0.0251  0.0875
0.57 0.00546 0.0608  -0.041   0.0313  0.0846
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0.7780.00473 0.0363  -0.0611  0.0243  0.0837
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0.758-0.0109  0.0265  -0.048   0.0287  0.0865
0.7920.0184  0.04    -0.0719  0.0464  0.0783
0.716-0.0004230.0594  -0.0476  0.0245  0.0816
0.4970.013   0.0319  -0.054   0.0538  0.0964
0.76 -0.0142  0.0261  -0.0514  0.025   0.088 
0.7390.0113  0.0281  -0.0594  0.0325  0.0837
0.6730.019   0.0303  -0.0708  0.0656  0.0842
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0.6540.00327 0.0535  -0.0671  0.0392  0.085 
0.796-0.00315 0.0143  -0.0394  0.0229  0.0857
0.6630.00122 0.0486  -0.0664  0.0351  0.0879
0.5620.0122  0.0677  -0.0496  0.0195  0.0867
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0.527-0.00242 0.0419  -0.0264  0.0595  0.0879
0.564-0.00607 0.0493  -0.0198  0.0257  0.0883
0.7250.0108  0.0251  -0.05    0.0217  0.087 
0.74 -0.0095  0.0271  -0.0748  0.0507  0.0887
0.45 -0.0119  0.0648  -0.0533  0.0492  0.0965
0.527-0.00508 0.0621  -0.045   0.027   0.091 
0.715-0.00546 0.0269  -0.0718  0.0524  0.0907
0.6940.0149  0.0443  -0.0511  0.0142  0.0831
0.59 0.0291  0.0274  -0.0351  0.0234  0.09  
0.636-0.0109  0.0501  -0.0408  0.0334  0.0859
0.4510.00609 0.0587  -0.0469  0.0303  0.0947
0.683-0.0222  0.0295  -0.0352  0.0298  0.0882
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0.626-0.00562 0.037   -0.0512  0.0511  0.0884
0.67 -0.00515 0.0346  -0.0275  0.00824 0.0887
0.5550.0104  0.0601  -0.0765  0.0486  0.0891
0.7280.00675 0.028   -0.0643  0.0467  0.0862
0.736-0.00277 0.0546  -0.0868  0.0403  0.0851
0.48 0.00776 0.0404  -0.0247  0.0399  0.0919
0.5220.00881 0.0462  -0.0452  0.033   0.0932
0.7920.00813 0.0101  -0.0456  0.0247  0.0842
0.746-0.0248  0.00295 -0.029   0.021   0.0952
0.6480.00286 0.0451  -0.0527  0.0424  0.0841
0.491-0.00739 0.0701  -0.0317  0.0334  0.0876
0.639-0.0349  0.0617  -0.0534  0.0477  0.0873
0.441-0.0141  0.0556  -0.0171  0.00912 0.101 
0.761-0.014   0.0338  -0.0441  0.0243  0.0833
0.633-0.0114  0.012   -0.039   0.0334  0.0971
0.84 -0.00295 0.0092  -0.0333  0.00697 0.0851
0.758-0.00468 0.0291  -0.0583  0.04    0.0867
0.721-0.012   0.0472  -0.0557  0.0229  0.0845
0.545-0.0128  0.058   -0.0512  0.0289  0.0955
0.5470.015   0.0276  -0.0291  0.0331  0.0913
0.6180.0146  0.0258  -0.0224  0.0222  0.0871
0.924-0.00629 -0.000377-0.0614  0.0171  0.0848
0.669-0.00785 0.0583  -0.0445  0.0234  0.0823
0.732-0.0158  0.0222  -0.0517  0.0368  0.091 
0.428-0.0156  0.0811  -0.0459  0.0518  0.0923
0.57 -0.0244  0.0828  -0.036   0.0137  0.0869
0.634-0.0125  0.0428  -0.0271  0.0199  0.0873
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0.6830.00439 0.0304  -0.0704  0.0329  0.0924
0.613-0.0064  0.0319  -0.0307  0.0465  0.088 
0.644-0.00816 0.0441  -0.0433  0.046   0.0871
0.535-0.0268  0.0346  -0.0114  0.0316  0.0959
0.689-0.0039  0.0225  -0.0342  0.00277 0.0905
0.841-0.011   0.0188  -0.0703  0.019   0.0891
0.4920.0217  0.0602  -0.0455  0.0317  0.0882
0.7210.00766 0.0266  -0.0638  0.0394  0.0861
0.54 0.00906 0.0366  -0.0267  0.00909 0.0931
0.6620.0118  0.0266  -0.0527  0.0207  0.094 
0.543-0.00246 0.0619  -0.0521  0.0236  0.0917
0.466-0.0107  0.0665  -0.0584  0.0463  0.0955
0.5990.00868 0.0595  -0.0734  0.042   0.0877
0.715-0.0082  0.0522  -0.075   0.0471  0.0841
0.729-0.0006030.0361  -0.0513  0.0127  0.089 
0.7890.00784 0.0238  -0.0549  0.0193  0.0855
0.792-0.0377  0.03    -0.0375  0.00991 0.0871
0.6550.00425 0.0361  -0.0447  0.0332  0.0876
0.65 -0.0117  0.0437  -0.0238  0.0135  0.0862
0.578-0.0147  0.0425  -0.0129  0.0206  0.0892
0.6630.0103  0.0321  -0.0317  0.0006120.0867
0.635-0.00806 0.0491  -0.0678  0.0519  0.0878
0.5190.00375 0.037   -0.0498  0.0756  0.0886
0.669-0.00813 0.0403  -0.00704 -0.00366 0.0872
0.69 -0.0159  0.0419  -0.0335  0.0005850.091 
0.478-0.0007090.0577  -0.0423  0.0289  0.0935
0.8010.0003680.0429  -0.061   0.0175  0.0812
0.615-0.0158  0.0426  -0.0117  -0.00492 0.0907
0.7110.011   0.00972 -0.0587  0.0469  0.091 
0.787-0.0145  0.047   -0.0707  0.0408  0.0823
0.456-0.00276 0.0537  -0.0544  0.0484  0.0983
0.67 0.0136  0.0498  -0.0614  0.0339  0.0817
0.577-0.0174  0.0664  -0.0438  0.0224  0.0883
0.785-0.0324  0.0292  -0.046   0.0362  0.0856
0.5670.00115 0.0626  -0.0592  0.058   0.0847
0.5960.0146  0.019   -0.0173  0.0116  0.0928
0.625-0.018   0.0593  -0.0451  0.0355  0.0878
0.4920.00655 0.056   -0.0309  0.027   0.0901
0.573-0.0035  0.0451  -0.059   0.0464  0.0914
0.563-0.00166 0.0229  -0.0382  0.0414  0.097 
0.65 0.0004930.042   -0.0334  0.02    0.086 
0.638-0.0107  0.0347  -0.0692  0.0386  0.097 
0.681-0.0142  0.0393  -0.034   0.0234  0.0872
0.716-0.0109  0.0399  -0.0422  0.0237  0.084 
0.4890.0009840.0576  -0.0361  0.0314  0.0928
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0.4752.64e-050.0379  -0.0363  0.0529  0.0963
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0.5880.00152 0.0115  -0.0273  0.0155  0.101 
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0.5480.00513 0.0596  -0.0582  0.054   0.0881
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0.7080.0103  0.0397  -0.0624  0.03    0.0845
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0.6870.00167 0.0376  -0.03    0.0293  0.082 
0.644-0.0231  0.0382  -0.0342  0.0398  0.0861
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0.8  -0.013   0.0246  -0.0376  0.00627 0.088 
0.5520.00471 0.0597  -0.0404  0.0438  0.0847
0.642-0.0231  0.036   -0.0463  0.039   0.0941
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0.7290.0106  0.0361  -0.0497  0.0002510.0868
0.598-0.0122  0.0496  -0.0454  0.0473  0.0887
0.6230.012   0.0238  -0.0357  0.0251  0.0916
0.7330.0146  0.0122  -0.0464  0.0211  0.0899
0.6370.0155  0.0317  -0.0571  0.0496  0.0882
0.573-0.00154 0.0475  -0.0629  0.0555  0.093 
0.699-0.0232  0.0427  -0.0606  0.0276  0.0909
0.701-0.018   0.0253  -0.0277  0.0215  0.0883
0.642-0.00719 0.0273  -0.0293  0.0339  0.0883
0.5570.00129 0.0428  -0.0498  0.0339  0.0925
0.782-0.0199  0.014   -0.0224  0.0101  0.0875
0.4850.0163  0.0465  -0.0293  0.0499  0.0874
0.5930.00804 0.0368  -0.0209  0.0165  0.0907
0.473-0.0226  0.0579  -0.0533  0.0495  0.0979
0.5950.0117  0.0493  -0.0563  0.0293  0.0889
0.502-0.00929 0.0433  -0.0176  0.0171  0.0955
0.7110.00655 0.0154  -0.0344  0.00642 0.0899
0.7320.014   0.0107  -0.0553  0.0346  0.0896
0.5420.00298 0.0503  -0.0336  0.041   0.0885
0.537-0.00981 0.0506  -0.0412  0.0243  0.0961
0.631-0.0323  0.052   -0.0277  -0.0026  0.0936
0.69 -0.00709 0.0518  -0.0692  0.0225  0.0898
0.743-0.00071 0.0362  -0.0416  0.0181  0.0842
0.85 -0.0155  0.0108  -0.0736  0.0341  0.0904
0.6090.00868 0.0267  -0.0346  0.029   0.0916
0.644-0.00679 0.0374  -0.057   0.0363  0.0914
0.816-0.00494 0.0395  -0.0735  0.018   0.0842
0.5320.0005120.0572  -0.0314  0.0291  0.0868
0.666-0.0184  0.0255  -0.0226  0.00951 0.0918
0.697-0.00718 0.0357  -0.0409  0.0269  0.0874
0.507-0.00276 0.0433  -0.0363  0.0548  0.0922
0.53 -0.0213  0.0296  0.013   0.0153  0.0918
0.721-0.0158  0.048   -0.0598  0.0332  0.0859
0.485-0.0153  0.0603  -0.0353  0.0425  0.0945
0.6840.0013  0.0216  -0.0651  0.0581  0.0906
0.816-0.0206  0.0355  -0.0699  0.0349  0.0862
0.73 -0.0124  0.0437  -0.0491  0.00779 0.0874
0.5890.00357 0.0498  -0.0518  0.0273  0.0906
0.667-0.00546 0.0079  -0.0281  0.0174  0.095 
0.7520.00972 0.0101  -0.0236  -0.01    0.0882
0.7620.00904 0.0282  -0.0668  0.0184  0.0877
bhat.bootlong= pivot_longer(bhat.boot, cols= names(bhat.boot), names_to="variable", values_to="bootstrap_value")
bhat.bootlong
variablebootstrap_value
(Intercept)0.639   
Fedu-0.00609 
famrel0.0373  
goout-0.031   
Walc0.0147  
G20.09    
(Intercept)0.777   
Fedu-0.0247  
famrel0.036   
goout-0.0442  
Walc0.0118  
G20.0867  
(Intercept)0.733   
Fedu-0.0127  
famrel0.0318  
goout-0.0499  
Walc0.012   
G20.0919  
(Intercept)0.876   
Fedu-0.0173  
famrel0.0223  
goout-0.0793  
Walc0.0428  
G20.0847  
(Intercept)0.424   
Fedu0.00688 
famrel0.0492  
goout-0.00719 
Walc0.0287  
G20.093   
(Intercept)0.715   
Fedu0.0193  
famrel0.0285  
goout-0.089   
Walc0.0368  
G20.0915  
(Intercept)0.436   
Fedu0.0305  
famrel0.0475  
goout-0.0515  
Walc0.0536  
G20.0923  
(Intercept)0.673   
Fedu0.00616 
famrel0.0287  
goout-0.0498  
Walc0.0225  
G20.0893  
(Intercept)0.519   
Fedu0.00719 
famrel0.0451  
goout-0.0211  
Walc0.0314  
G20.0875  
(Intercept)0.708   
Fedu-0.00873 
famrel0.0242  
goout-0.0582  
Walc0.0462  
G20.0906  
(Intercept)0.691   
Fedu-0.00378 
famrel0.0425  
goout-0.0643  
Walc0.0575  
G20.0859  
(Intercept)0.752   
Fedu-0.00483 
famrel0.0166  
goout-0.0314  
Walc0.0147  
G20.0883  
(Intercept)0.746   
Fedu-0.00682 
famrel0.0201  
goout-0.0366  
Walc0.0137  
G20.0879  
(Intercept)0.595   
Fedu-0.0169  
famrel0.0283  
goout-0.0235  
Walc0.0454  
G20.0917  
(Intercept)0.51    
Fedu-0.000134
famrel0.0427  
goout-0.0353  
Walc0.0429  
G20.0943  
(Intercept)0.673   
Fedu0.0114  
famrel0.0352  
goout-0.0582  
Walc0.0415  
G20.0877  
(Intercept)0.639   
Fedu-0.00137 
famrel0.0359  
goout-0.0352  
Walc0.0281  
G20.0873  
(Intercept)0.915   
Fedu-0.0145  
famrel-0.00433 
goout-0.0473  
Walc0.031   
G20.0846  
(Intercept)0.707   
Fedu-0.0262  
famrel0.0448  
goout-0.0678  
Walc0.0259  
G20.0911  
(Intercept)0.835   
Fedu-0.00357 
famrel0.0291  
goout-0.0605  
Walc0.0171  
G20.0854  
(Intercept)0.686   
Fedu0.00172 
famrel0.0223  
goout-0.0445  
Walc0.038   
G20.0874  
(Intercept)0.819   
Fedu0.0144  
famrel0.000197
goout-0.0396  
Walc0.0179  
G20.0835  
(Intercept)0.533   
Fedu-0.00281 
famrel0.0613  
goout-0.047   
Walc0.0189  
G20.0941  
(Intercept)0.385   
Fedu0.00291 
famrel0.0528  
goout-0.03    
Walc0.0337  
G20.0995  
(Intercept)0.591   
Fedu0.00774 
famrel0.0534  
goout-0.0396  
Walc0.0317  
G20.087   
(Intercept)0.56    
Fedu0.014   
famrel0.0447  
goout-0.0234  
Walc0.0188  
G20.086   
(Intercept)0.711   
Fedu-0.0307  
famrel0.0403  
goout-0.0513  
Walc0.0356  
G20.0889  
(Intercept)0.671   
Fedu-0.00317 
famrel0.0315  
goout-0.0568  
Walc0.0372  
G20.0911  
(Intercept)0.644   
Fedu-0.00456 
famrel0.0446  
goout-0.0346  
Walc0.00962 
G20.089   
(Intercept)0.562   
Fedu0.00905 
famrel0.034   
goout-0.0117  
Walc0.0151  
G20.0894  
(Intercept)0.596   
Fedu-0.0212  
famrel0.0444  
goout-0.0308  
Walc0.0186  
G20.0932  
(Intercept)0.659   
Fedu-0.0319  
famrel0.0638  
goout-0.0499  
Walc0.0318  
G20.087   
(Intercept)0.751   
Fedu-0.0376  
famrel0.0263  
goout-0.0459  
Walc0.059   
G20.0863  
(Intercept)0.494   
Fedu0.0084  
famrel0.0462  
goout-0.0197  
Walc0.0253  
G20.0907  
(Intercept)0.535   
Fedu0.00137 
famrel0.0412  
goout-0.0468  
Walc0.047   
G20.093   
(Intercept)0.722   
Fedu-0.00987 
famrel0.0301  
goout-0.0687  
Walc0.0288  
G20.0923  
(Intercept)0.635   
Fedu-0.000833
famrel0.039   
goout-0.0406  
Walc0.0239  
G20.0879  
(Intercept)0.679   
Fedu-0.0115  
famrel0.0469  
goout-0.0436  
Walc0.0239  
G20.0876  
(Intercept)0.536   
Fedu0.0167  
famrel0.0586  
goout-0.0477  
Walc0.0382  
G20.0865  
(Intercept)0.678   
Fedu-0.0065  
famrel0.0485  
goout-0.0616  
Walc0.0498  
G20.0862  
(Intercept)0.524   
Fedu0.00983 
famrel0.0444  
goout-0.0102  
Walc0.0102  
G20.0878  
(Intercept)0.637   
Fedu0.0206  
famrel0.0118  
goout-0.0456  
Walc0.0472  
G20.0905  
(Intercept)0.565   
Fedu0.017   
famrel0.0426  
goout-0.0587  
Walc0.0504  
G20.0892  
(Intercept)0.561   
Fedu0.0133  
famrel0.0456  
goout-0.0315  
Walc0.00472 
G20.0933  
(Intercept)0.581   
Fedu0.00407 
famrel0.0499  
goout-0.0425  
Walc0.0293  
G20.089   
(Intercept)0.513   
Fedu0.000405
famrel0.0505  
goout-0.0328  
Walc0.0265  
G20.0948  
(Intercept)0.592   
Fedu-0.00641 
famrel0.0573  
goout-0.0578  
Walc0.03    
G20.0903  
(Intercept)0.595   
Fedu-0.000517
famrel0.045   
goout-0.0471  
Walc0.0162  
G20.0945  
(Intercept)0.563   
Fedu-0.0203  
famrel0.041   
goout-0.0156  
Walc0.0185  
G20.092   
(Intercept)0.656   
Fedu-0.023   
famrel0.0423  
goout-0.0731  
Walc0.0412  
G20.0959  
(Intercept)0.623   
Fedu-0.0198  
famrel0.0348  
goout-0.0382  
Walc0.0334  
G20.0929  
(Intercept)0.732   
Fedu-0.0262  
famrel0.0309  
goout-0.0389  
Walc0.0262  
G20.0897  
(Intercept)0.743   
Fedu-0.0185  
famrel0.04    
goout-0.0382  
Walc0.0115  
G20.0865  
(Intercept)0.626   
Fedu0.0075  
famrel0.0399  
goout-0.0154  
Walc-0.0215  
G20.0917  
(Intercept)0.748   
Fedu-0.00121 
famrel0.0299  
goout-0.0764  
Walc0.0452  
G20.0887  
(Intercept)0.648   
Fedu-0.0317  
famrel0.0619  
goout-0.0195  
Walc0.00189 
G20.0883  
(Intercept)0.534   
Fedu0.00895 
famrel0.0571  
goout-0.0489  
Walc0.016   
G20.0942  
(Intercept)0.89    
Fedu0.00151 
famrel0.0112  
goout-0.0554  
Walc0.0121  
G20.082   
(Intercept)0.599   
Fedu-0.00342 
famrel0.0523  
goout-0.0466  
Walc0.0494  
G20.0844  
(Intercept)0.635   
Fedu-0.00703 
famrel0.0165  
goout-0.0393  
Walc0.0265  
G20.0964  
(Intercept)0.469   
Fedu0.00816 
famrel0.057   
goout-0.0147  
Walc0.0228  
G20.088   
(Intercept)0.647   
Fedu0.00209 
famrel0.0555  
goout-0.0681  
Walc0.0308  
G20.0898  
(Intercept)0.497   
Fedu0.047   
famrel0.0241  
goout-0.0409  
Walc0.0165  
G20.0975  
(Intercept)0.745   
Fedu0.0074  
famrel-0.00242 
goout-0.0431  
Walc0.0234  
G20.0895  
(Intercept)0.79    
Fedu0.0116  
famrel0.0291  
goout-0.0799  
Walc0.0337  
G20.0842  
(Intercept)0.433   
Fedu0.014   
famrel0.072   
goout-0.0242  
Walc0.0243  
G20.0877  
(Intercept)0.446   
Fedu0.0312  
famrel0.0464  
goout-0.0219  
Walc0.0341  
G20.088   
(Intercept)0.541   
Fedu0.018   
famrel0.0509  
goout-0.058   
Walc0.0426  
G20.0908  
(Intercept)0.548   
Fedu0.0082  
famrel0.057   
goout-0.0411  
Walc0.0318  
G20.0882  
(Intercept)0.701   
Fedu0.00801 
famrel0.0348  
goout-0.0438  
Walc0.00902 
G20.0882  
(Intercept)0.594   
Fedu-0.0268  
famrel0.039   
goout-0.0504  
Walc0.0558  
G20.0961  
(Intercept)0.75    
Fedu-0.0147  
famrel0.0285  
goout-0.0582  
Walc0.0397  
G20.0891  
(Intercept)0.664   
Fedu-0.00519 
famrel0.0357  
goout-0.0543  
Walc0.0352  
G20.0898  
(Intercept)0.775   
Fedu-0.0281  
famrel0.0224  
goout-0.0569  
Walc0.0324  
G20.0929  
(Intercept)0.629   
Fedu-0.0246  
famrel0.0563  
goout-0.0511  
Walc0.0398  
G20.0894  
(Intercept)0.736   
Fedu-0.0079  
famrel0.0415  
goout-0.0641  
Walc0.0399  
G20.0848  
(Intercept)0.616   
Fedu0.0101  
famrel0.0229  
goout-0.0542  
Walc0.047   
G20.0945  
(Intercept)0.595   
Fedu0.0128  
famrel0.0184  
goout-0.0528  
Walc0.0466  
G20.0935  
(Intercept)0.503   
Fedu-0.00471 
famrel0.0692  
goout-0.0579  
Walc0.0428  
G20.0915  
(Intercept)0.8     
Fedu-0.0238  
famrel0.00849 
goout-0.0361  
Walc0.0193  
G20.0915  
(Intercept)0.668   
Fedu0.00631 
famrel0.0434  
goout-0.0431  
Walc0.0347  
G20.0836  
(Intercept)0.523   
Fedu-0.00991 
famrel0.0487  
goout-0.024   
Walc0.0391  
G20.0902  
(Intercept)0.584   
Fedu-0.00958 
famrel0.0617  
goout-0.0475  
Walc0.0381  
G20.0844  
(Intercept)0.475   
Fedu0.0239  
famrel0.0643  
goout-0.058   
Walc0.0455  
G20.0885  
(Intercept)0.73    
Fedu-0.0215  
famrel0.0347  
goout-0.053   
Walc0.0367  
G20.087   
(Intercept)0.764   
Fedu-0.00218 
famrel0.0398  
goout-0.0333  
Walc-0.0152  
G20.0846  
(Intercept)0.644   
Fedu-0.0124  
famrel0.0433  
goout-0.0375  
Walc0.0205  
G20.0897  
(Intercept)0.676   
Fedu-0.00275 
famrel0.0284  
goout-0.0402  
Walc0.0232  
G20.0898  
(Intercept)0.749   
Fedu-0.0106  
famrel0.0432  
goout-0.0546  
Walc0.0485  
G20.0784  
(Intercept)0.528   
Fedu0.0153  
famrel0.05    
goout-0.047   
Walc0.0324  
G20.0921  
(Intercept)0.74    
Fedu0.0109  
famrel0.0171  
goout-0.0535  
Walc0.0349  
G20.0865  
(Intercept)0.75    
Fedu0.00682 
famrel0.0238  
goout-0.0486  
Walc0.0186  
G20.0855  
(Intercept)0.687   
Fedu-0.000256
famrel0.0415  
goout-0.0639  
Walc0.0369  
G20.0877  
(Intercept)0.595   
Fedu0.014   
famrel0.0457  
goout-0.0479  
Walc0.0219  
G20.0885  
(Intercept)0.624   
Fedu0.00741 
famrel0.0607  
goout-0.0614  
Walc0.0285  
G20.0858  
(Intercept)0.73    
Fedu-0.0285  
famrel0.0499  
goout-0.0723  
Walc0.0372  
G20.0893  
(Intercept)0.547   
Fedu0.00916 
famrel0.0427  
goout-0.0895  
Walc0.0532  
G20.098   
(Intercept)0.651   
Fedu0.0187  
famrel0.0488  
goout-0.0471  
Walc0.0189  
G20.0837  
(Intercept)0.672   
Fedu-0.0233  
famrel0.0423  
goout-0.0348  
Walc0.00161 
G20.0922  
(Intercept)0.591   
Fedu0.000789
famrel0.0463  
goout-0.0648  
Walc0.0518  
G20.0889  
(Intercept)0.622   
Fedu-0.00188 
famrel0.0398  
goout-0.0457  
Walc0.0439  
G20.0886  
(Intercept)0.604   
Fedu0.00289 
famrel0.0237  
goout-0.0565  
Walc0.0382  
G20.0956  
(Intercept)0.816   
Fedu-0.00391 
famrel0.018   
goout-0.0512  
Walc0.00655 
G20.0872  
(Intercept)0.462   
Fedu-0.00772 
famrel0.0484  
goout-0.0364  
Walc0.0428  
G20.0978  
(Intercept)0.791   
Fedu-0.0128  
famrel0.0237  
goout-0.0507  
Walc0.0309  
G20.0855  
(Intercept)0.65    
Fedu0.0226  
famrel0.039   
goout-0.0486  
Walc0.0214  
G20.0848  
(Intercept)0.713   
Fedu-0.0259  
famrel0.0292  
goout-0.0466  
Walc0.0227  
G20.0922  
(Intercept)0.536   
Fedu-0.0157  
famrel0.0474  
goout-0.037   
Walc0.0428  
G20.0958  
(Intercept)0.751   
Fedu0.0164  
famrel0.0318  
goout-0.0679  
Walc0.0386  
G20.0826  
(Intercept)0.562   
Fedu-0.00689 
famrel0.0857  
goout-0.0585  
Walc0.0254  
G20.0835  
(Intercept)0.763   
Fedu0.00308 
famrel-0.0043  
goout-0.0533  
Walc0.0371  
G20.0922  
(Intercept)0.514   
Fedu-0.0115  
famrel0.0524  
goout-0.0631  
Walc0.0665  
G20.0959  
(Intercept)0.584   
Fedu-0.00308 
famrel0.0582  
goout-0.039   
Walc0.0189  
G20.086   
(Intercept)0.373   
Fedu0.00873 
famrel0.0628  
goout-0.0342  
Walc0.0326  
G20.0972  
(Intercept)0.575   
Fedu0.0109  
famrel0.029   
goout-0.022   
Walc0.0334  
G20.0875  
(Intercept)0.542   
Fedu0.0185  
famrel0.0502  
goout-0.0765  
Walc0.0534  
G20.0909  
(Intercept)0.547   
Fedu0.00288 
famrel0.0413  
goout-0.0409  
Walc0.0328  
G20.0931  
(Intercept)0.751   
Fedu-0.00385 
famrel0.0434  
goout-0.0252  
Walc-0.00344 
G20.0797  
(Intercept)0.716   
Fedu-1.69e-05
famrel0.0298  
goout-0.0299  
Walc0.0222  
G20.0841  
(Intercept)0.73    
Fedu-0.0248  
famrel0.0239  
goout-0.0413  
Walc0.0259  
G20.0934  
(Intercept)0.639   
Fedu0.00613 
famrel0.0389  
goout-0.0571  
Walc0.0385  
G20.0893  
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Fedu-0.00838 
famrel0.037   
goout-0.0229  
Walc-0.0067  
G20.0959  
(Intercept)0.555   
Fedu0.0367  
famrel0.0539  
goout-0.0684  
Walc0.023   
G20.0888  
(Intercept)0.477   
Fedu-0.00676 
famrel0.0538  
goout-0.0611  
Walc0.0733  
G20.0935  
(Intercept)0.75    
Fedu0.000633
famrel0.0241  
goout-0.0499  
Walc0.027   
G20.0873  
(Intercept)0.674   
Fedu0.0125  
famrel0.0416  
goout-0.051   
Walc0.0419  
G20.0815  
(Intercept)0.72    
Fedu-0.0149  
famrel0.0304  
goout-0.0614  
Walc0.0326  
G20.091   
(Intercept)0.589   
Fedu0.0101  
famrel0.0336  
goout-0.0428  
Walc0.0566  
G20.0858  
(Intercept)0.634   
Fedu0.0163  
famrel0.0299  
goout-0.0464  
Walc0.0246  
G20.0891  
(Intercept)0.715   
Fedu-0.00189 
famrel0.0117  
goout-0.0377  
Walc0.0265  
G20.0913  
(Intercept)0.412   
Fedu0.0166  
famrel0.0474  
goout-0.035   
Walc0.0385  
G20.0965  
(Intercept)0.564   
Fedu-0.00592 
famrel0.0335  
goout-0.00829 
Walc0.00651 
G20.0919  
(Intercept)0.588   
Fedu0.00152 
famrel0.0115  
goout-0.0273  
Walc0.0155  
G20.101   
(Intercept)0.635   
Fedu-0.0139  
famrel0.057   
goout-0.0396  
Walc0.0234  
G20.0879  
(Intercept)0.768   
Fedu-0.00037 
famrel0.03    
goout-0.0734  
Walc0.0329  
G20.0869  
(Intercept)0.716   
Fedu-0.0104  
famrel0.0346  
goout-0.0165  
Walc0.00201 
G20.0862  
(Intercept)0.749   
Fedu-0.00208 
famrel0.0252  
goout-0.0502  
Walc0.021   
G20.0871  
(Intercept)0.587   
Fedu-0.00783 
famrel0.0322  
goout-0.0372  
Walc0.038   
G20.0931  
(Intercept)0.635   
Fedu0.0221  
famrel0.0188  
goout-0.048   
Walc0.039   
G20.0906  
(Intercept)0.84    
Fedu0.0208  
famrel0.0166  
goout-0.0707  
Walc0.0319  
G20.0824  
(Intercept)0.629   
Fedu0.00658 
famrel0.0302  
goout-0.0577  
Walc0.0312  
G20.093   
(Intercept)0.495   
Fedu0.0022  
famrel0.0745  
goout-0.0552  
Walc0.0295  
G20.0889  
(Intercept)0.541   
Fedu0.0206  
famrel0.0411  
goout-0.0626  
Walc0.0578  
G20.0915  
(Intercept)0.578   
Fedu-0.00487 
famrel0.0471  
goout-0.0592  
Walc0.0363  
G20.0966  
(Intercept)0.782   
Fedu0.0125  
famrel0.00508 
goout-0.0348  
Walc-0.0101  
G20.0905  
(Intercept)0.66    
Fedu-0.0117  
famrel0.0522  
goout-0.0676  
Walc0.027   
G20.092   
(Intercept)0.642   
Fedu-0.0133  
famrel0.046   
goout-0.0413  
Walc0.0206  
G20.0903  
(Intercept)0.419   
Fedu-0.0351  
famrel0.0382  
goout-0.0331  
Walc0.0505  
G20.109   
(Intercept)0.601   
Fedu-0.00492 
famrel0.0475  
goout-0.0321  
Walc0.0229  
G20.0871  
(Intercept)0.753   
Fedu-0.00323 
famrel0.0398  
goout-0.0501  
Walc0.0153  
G20.0827  
(Intercept)0.852   
Fedu-0.0299  
famrel0.0292  
goout-0.0448  
Walc-0.0108  
G20.0889  
(Intercept)0.618   
Fedu-0.014   
famrel0.0778  
goout-0.0674  
Walc0.0261  
G20.0867  
(Intercept)0.69    
Fedu0.0159  
famrel0.0187  
goout-0.0441  
Walc0.0161  
G20.0893  
(Intercept)0.548   
Fedu0.00513 
famrel0.0596  
goout-0.0582  
Walc0.054   
G20.0881  
(Intercept)0.54    
Fedu0.0135  
famrel0.0588  
goout-0.0354  
Walc0.00198 
G20.0901  
(Intercept)0.661   
Fedu-0.00406 
famrel0.0254  
goout-0.0789  
Walc0.075   
G20.0927  
(Intercept)0.642   
Fedu-0.00746 
famrel0.0386  
goout-0.0669  
Walc0.0521  
G20.0911  
(Intercept)0.708   
Fedu0.0103  
famrel0.0397  
goout-0.0624  
Walc0.03    
G20.0845  
(Intercept)0.603   
Fedu-0.0219  
famrel0.0438  
goout-0.0446  
Walc0.0382  
G20.0942  
(Intercept)0.485   
Fedu0.0158  
famrel0.0649  
goout-0.0249  
Walc0.0365  
G20.0846  
(Intercept)0.687   
Fedu0.00167 
famrel0.0376  
goout-0.03    
Walc0.0293  
G20.082   
(Intercept)0.644   
Fedu-0.0231  
famrel0.0382  
goout-0.0342  
Walc0.0398  
G20.0861  
(Intercept)0.73    
Fedu-0.0209  
famrel0.022   
goout-0.0541  
Walc0.0413  
G20.0932  
(Intercept)0.539   
Fedu0.00393 
famrel0.0529  
goout-0.0408  
Walc0.0129  
G20.0934  
(Intercept)0.601   
Fedu0.000614
famrel0.0642  
goout-0.0675  
Walc0.0308  
G20.0894  
(Intercept)0.618   
Fedu0.0167  
famrel0.031   
goout-0.0515  
Walc0.0276  
G20.0899  
(Intercept)0.653   
Fedu0.0271  
famrel0.0523  
goout-0.0649  
Walc0.0167  
G20.0837  
(Intercept)0.564   
Fedu0.0287  
famrel0.0648  
goout-0.0445  
Walc0.0268  
G20.0815  
(Intercept)0.494   
Fedu-0.0334  
famrel0.0618  
goout-0.0291  
Walc0.0366  
G20.0943  
(Intercept)0.565   
Fedu0.0191  
famrel0.0531  
goout-0.0558  
Walc0.00831 
G20.0911  
(Intercept)0.746   
Fedu-0.0148  
famrel0.0291  
goout-0.0745  
Walc0.0374  
G20.0917  
(Intercept)0.615   
Fedu-0.000236
famrel0.0514  
goout-0.0345  
Walc0.00174 
G20.0862  
(Intercept)0.684   
Fedu-0.0197  
famrel0.0457  
goout-0.0507  
Walc0.0406  
G20.0859  
(Intercept)0.585   
Fedu0.0318  
famrel0.027   
goout-0.03    
Walc0.00829 
G20.0913  
(Intercept)0.609   
Fedu0.00179 
famrel0.0547  
goout-0.0624  
Walc0.0292  
G20.0919  
(Intercept)0.542   
Fedu-0.00624 
famrel0.0385  
goout-0.0406  
Walc0.0561  
G20.0916  
(Intercept)0.807   
Fedu0.0124  
famrel-0.0145  
goout-0.0366  
Walc0.0208  
G20.0905  
(Intercept)0.682   
Fedu0.00148 
famrel0.0422  
goout-0.0544  
Walc0.0323  
G20.0862  
(Intercept)0.617   
Fedu0.00217 
famrel0.0332  
goout-0.0267  
Walc0.0273  
G20.0883  
(Intercept)0.642   
Fedu-0.0157  
famrel0.0627  
goout-0.0565  
Walc0.029   
G20.0888  
(Intercept)0.839   
Fedu-0.0058  
famrel0.0375  
goout-0.0626  
Walc0.00755 
G20.0837  
(Intercept)0.61    
Fedu0.0284  
famrel0.0314  
goout-0.0438  
Walc0.0407  
G20.0838  
(Intercept)0.588   
Fedu-0.00755 
famrel0.0418  
goout-0.0247  
Walc0.0239  
G20.0902  
(Intercept)0.672   
Fedu-0.00139 
famrel0.0264  
goout-0.0327  
Walc0.0374  
G20.0892  
(Intercept)0.711   
Fedu-0.00493 
famrel0.0159  
goout-0.0589  
Walc0.0314  
G20.0951  
(Intercept)0.775   
Fedu0.0142  
famrel0.0118  
goout-0.0549  
Walc0.0341  
G20.0855  
(Intercept)0.388   
Fedu0.0165  
famrel0.0646  
goout-0.00993 
Walc0.0402  
G20.0873  
(Intercept)0.563   
Fedu0.0116  
famrel0.0463  
goout-0.0483  
Walc0.0203  
G20.0926  
(Intercept)0.382   
Fedu-0.00893 
famrel0.0546  
goout-0.017   
Walc0.0404  
G20.0975  
(Intercept)0.8     
Fedu-0.013   
famrel0.0246  
goout-0.0376  
Walc0.00627 
G20.088   
(Intercept)0.552   
Fedu0.00471 
famrel0.0597  
goout-0.0404  
Walc0.0438  
G20.0847  
(Intercept)0.642   
Fedu-0.0231  
famrel0.036   
goout-0.0463  
Walc0.039   
G20.0941  
(Intercept)0.612   
Fedu0.016   
famrel0.0397  
goout-0.0348  
Walc0.0145  
G20.0861  
(Intercept)0.658   
Fedu0.00725 
famrel0.0337  
goout-0.0616  
Walc0.0427  
G20.0885  
(Intercept)0.665   
Fedu-0.0252  
famrel0.044   
goout-0.0382  
Walc0.0204  
G20.0904  
(Intercept)0.69    
Fedu-0.00698 
famrel0.0134  
goout-0.0267  
Walc0.00869 
G20.0939  
(Intercept)0.641   
Fedu-0.0024  
famrel0.0393  
goout-0.0377  
Walc0.0344  
G20.0877  
(Intercept)0.445   
Fedu0.0192  
famrel0.0471  
goout-0.0418  
Walc0.0459  
G20.0945  
(Intercept)0.729   
Fedu0.0106  
famrel0.0361  
goout-0.0497  
Walc0.000251
G20.0868  
(Intercept)0.598   
Fedu-0.0122  
famrel0.0496  
goout-0.0454  
Walc0.0473  
G20.0887  
(Intercept)0.623   
Fedu0.012   
famrel0.0238  
goout-0.0357  
Walc0.0251  
G20.0916  
(Intercept)0.733   
Fedu0.0146  
famrel0.0122  
goout-0.0464  
Walc0.0211  
G20.0899  
(Intercept)0.637   
Fedu0.0155  
famrel0.0317  
goout-0.0571  
Walc0.0496  
G20.0882  
(Intercept)0.573   
Fedu-0.00154 
famrel0.0475  
goout-0.0629  
Walc0.0555  
G20.093   
(Intercept)0.699   
Fedu-0.0232  
famrel0.0427  
goout-0.0606  
Walc0.0276  
G20.0909  
(Intercept)0.701   
Fedu-0.018   
famrel0.0253  
goout-0.0277  
Walc0.0215  
G20.0883  
(Intercept)0.642   
Fedu-0.00719 
famrel0.0273  
goout-0.0293  
Walc0.0339  
G20.0883  
(Intercept)0.557   
Fedu0.00129 
famrel0.0428  
goout-0.0498  
Walc0.0339  
G20.0925  
(Intercept)0.782   
Fedu-0.0199  
famrel0.014   
goout-0.0224  
Walc0.0101  
G20.0875  
(Intercept)0.485   
Fedu0.0163  
famrel0.0465  
goout-0.0293  
Walc0.0499  
G20.0874  
(Intercept)0.593   
Fedu0.00804 
famrel0.0368  
goout-0.0209  
Walc0.0165  
G20.0907  
(Intercept)0.473   
Fedu-0.0226  
famrel0.0579  
goout-0.0533  
Walc0.0495  
G20.0979  
(Intercept)0.595   
Fedu0.0117  
famrel0.0493  
goout-0.0563  
Walc0.0293  
G20.0889  
(Intercept)0.502   
Fedu-0.00929 
famrel0.0433  
goout-0.0176  
Walc0.0171  
G20.0955  
(Intercept)0.711   
Fedu0.00655 
famrel0.0154  
goout-0.0344  
Walc0.00642 
G20.0899  
(Intercept)0.732   
Fedu0.014   
famrel0.0107  
goout-0.0553  
Walc0.0346  
G20.0896  
(Intercept)0.542   
Fedu0.00298 
famrel0.0503  
goout-0.0336  
Walc0.041   
G20.0885  
(Intercept)0.537   
Fedu-0.00981 
famrel0.0506  
goout-0.0412  
Walc0.0243  
G20.0961  
(Intercept)0.631   
Fedu-0.0323  
famrel0.052   
goout-0.0277  
Walc-0.0026  
G20.0936  
(Intercept)0.69    
Fedu-0.00709 
famrel0.0518  
goout-0.0692  
Walc0.0225  
G20.0898  
(Intercept)0.743   
Fedu-0.00071 
famrel0.0362  
goout-0.0416  
Walc0.0181  
G20.0842  
(Intercept)0.85    
Fedu-0.0155  
famrel0.0108  
goout-0.0736  
Walc0.0341  
G20.0904  
(Intercept)0.609   
Fedu0.00868 
famrel0.0267  
goout-0.0346  
Walc0.029   
G20.0916  
(Intercept)0.644   
Fedu-0.00679 
famrel0.0374  
goout-0.057   
Walc0.0363  
G20.0914  
(Intercept)0.816   
Fedu-0.00494 
famrel0.0395  
goout-0.0735  
Walc0.018   
G20.0842  
(Intercept)0.532   
Fedu0.000512
famrel0.0572  
goout-0.0314  
Walc0.0291  
G20.0868  
(Intercept)0.666   
Fedu-0.0184  
famrel0.0255  
goout-0.0226  
Walc0.00951 
G20.0918  
(Intercept)0.697   
Fedu-0.00718 
famrel0.0357  
goout-0.0409  
Walc0.0269  
G20.0874  
(Intercept)0.507   
Fedu-0.00276 
famrel0.0433  
goout-0.0363  
Walc0.0548  
G20.0922  
(Intercept)0.53    
Fedu-0.0213  
famrel0.0296  
goout0.013   
Walc0.0153  
G20.0918  
(Intercept)0.721   
Fedu-0.0158  
famrel0.048   
goout-0.0598  
Walc0.0332  
G20.0859  
(Intercept)0.485   
Fedu-0.0153  
famrel0.0603  
goout-0.0353  
Walc0.0425  
G20.0945  
(Intercept)0.684   
Fedu0.0013  
famrel0.0216  
goout-0.0651  
Walc0.0581  
G20.0906  
(Intercept)0.816   
Fedu-0.0206  
famrel0.0355  
goout-0.0699  
Walc0.0349  
G20.0862  
(Intercept)0.73    
Fedu-0.0124  
famrel0.0437  
goout-0.0491  
Walc0.00779 
G20.0874  
(Intercept)0.589   
Fedu0.00357 
famrel0.0498  
goout-0.0518  
Walc0.0273  
G20.0906  
(Intercept)0.667   
Fedu-0.00546 
famrel0.0079  
goout-0.0281  
Walc0.0174  
G20.095   
(Intercept)0.752   
Fedu0.00972 
famrel0.0101  
goout-0.0236  
Walc-0.01    
G20.0882  
(Intercept)0.762   
Fedu0.00904 
famrel0.0282  
goout-0.0668  
Walc0.0184  
G20.0877  
ggplot(bhat.bootlong, aes(x=bootstrap_value)) +
  geom_histogram(aes(y= ..density..)) +
  stat_overlay_normal_density(linetype='dashed') +
  facet_wrap(~ variable, scales="free")
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#map_df gets quantiles for all columns, returns a data frame (tibble)
bhat.ci= map_df(bhat.boot, quantile, probs=c(0.025,0.975), na.rm=TRUE)
bhat.ci= cbind(varname= names(bhat.boot), bhat.ci) 
bhat.ci
varname2.5%97.5%
(Intercept)0.427  0.84  
Fedu-0.0319 0.0265
famrel0.007370.0748
goout-0.0785 -0.0131
Walc0.001610.059 
G20.0826 0.0978
coefSummary(fitbin)
## Waiting for profiling to be done...
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
ParameterEstimateConf. Int.P-value
(Intercept)-24.8  (-33.278,-17.957)<0.00001
Fedu-0.567(-1.063,-0.112)0.01845
famrel0.974(0.37,1.66)0.00293
goout-0.632(-1.122,-0.178)0.0083
Walc0.637(0.258,1.055)0.0016
G22.46 (1.848,3.244)<0.00001
yvals= 1:length(coef(fitbin))
ci= cbind(bhat.ci, confint(fitbin), y.ols=yvals, y.boot=yvals+.1)
## Waiting for profiling to be done...
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
names(ci)= c('varname','low.boot','high.boot','low.ols','high.ols','y.ols','y.boot')
ggplot(ci) + 
  geom_segment(aes(x=low.ols,xend=high.ols,y=y.ols,yend=y.ols)) +
  geom_segment(aes(x=low.boot,xend=high.boot,y=y.boot,yend=y.boot), color='red') +
  geom_text(aes(x=low.ols, y=y.ols, label=varname), nudge_y = 0.3) +
  labs(x='Confidence interval', y='') +
  theme(axis.text.y=element_blank(),  axis.ticks.y=element_blank()) #remove y axis labels 

Compare coef to permutation test

fitperm3 <- lmp(pass~Fedu+ famrel+ goout+ Walc+ G2,data=dfbin,family="binomial")
## [1] "Settings:  unique SS : numeric variables centered"
summary(fitperm3)
## 
## Call:
## lmp(formula = pass ~ Fedu + famrel + goout + Walc + G2, data = dfbin, 
##     family = "binomial")
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.62042 -0.28633  0.04233  0.27670  0.60350 
## 
## Coefficients:
##         Estimate Iter Pr(Prob)    
## Fedu   -0.001911   51   1.0000    
## famrel  0.040049 5000   0.0088 ** 
## goout  -0.045371 5000   0.0004 ***
## Walc    0.030940 5000   0.0096 ** 
## G2      0.089720 5000   <2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3209 on 389 degrees of freedom
## Multiple R-Squared: 0.5406,  Adjusted R-squared: 0.5347 
## F-statistic: 91.54 on 5 and 389 DF,  p-value: < 2.2e-16
summary(fitbin)
## 
## Call:
## glm(formula = pass ~ Fedu + famrel + goout + Walc + G2, family = "binomial", 
##     data = dfbin)
## 
## Deviance Residuals: 
##      Min        1Q    Median        3Q       Max  
## -2.07401  -0.01440   0.00312   0.08555   1.96320  
## 
## Coefficients:
##             Estimate Std. Error z value Pr(>|z|)    
## (Intercept) -24.7499     3.8807  -6.378 1.80e-10 ***
## Fedu         -0.5673     0.2408  -2.356  0.01845 *  
## famrel        0.9735     0.3272   2.975  0.00293 ** 
## goout        -0.6316     0.2393  -2.640  0.00830 ** 
## Walc          0.6370     0.2018   3.156  0.00160 ** 
## G2            2.4638     0.3541   6.957 3.47e-12 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 500.5  on 394  degrees of freedom
## Residual deviance: 123.1  on 389  degrees of freedom
## AIC: 135.1
## 
## Number of Fisher Scoring iterations: 9
binres= mutate(df, pred= predict(fitallb), resdev= residuals(fitallb, type='deviance'), respearson= residuals(fitallb, type='pearson'))
ggplot(binres, aes(pred, respearson)) + geom_point() + geom_smooth() + labs(x='Predicted', y='Pearson residual')
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'

Residuals seem roughly centered at zero

Constant residual variance

ggplot(binres, aes(x=pred, y=respearson)) + 
  geom_boxplot(mapping = aes(group = cut_width(pred, 0.2))) +
  labs(x='Model prediction', y='Residuals')

A.2 Grade difference Plots

ggplot(data=df, aes(G1,G2,color=pass))+
  geom_point(position="jitter")+
  geom_smooth()+
  geom_abline(slope=1)+
  coord_cartesian(xlim=c(0,20))
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
## Warning: The following aesthetics were dropped during statistical transformation: colour
## ℹ This can happen when ggplot fails to infer the correct grouping structure in
##   the data.
## ℹ Did you forget to specify a `group` aesthetic or to convert a numerical
##   variable into a factor?

ggplot(data=df, aes(G1,G3,color=pass,scale))+
  geom_point(position="jitter")+
  geom_smooth()+
  geom_abline(slope=1)+
  coord_cartesian(xlim=c(0,20))
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
## Warning: The following aesthetics were dropped during statistical transformation: colour
## ℹ This can happen when ggplot fails to infer the correct grouping structure in
##   the data.
## ℹ Did you forget to specify a `group` aesthetic or to convert a numerical
##   variable into a factor?

ggplot(data=df, aes(G2,G3,color=pass))+
  geom_point(position="jitter")+
  geom_smooth()+
  geom_abline(slope=1)+
  coord_cartesian(xlim=c(0,20))
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
## Warning: The following aesthetics were dropped during statistical transformation: colour
## ℹ This can happen when ggplot fails to infer the correct grouping structure in
##   the data.
## ℹ Did you forget to specify a `group` aesthetic or to convert a numerical
##   variable into a factor?

skim(mat)
Data summary
Name mat
Number of rows 395
Number of columns 33
_______________________
Column type frequency:
character 17
numeric 16
________________________
Group variables None

Variable type: character

skim_variable n_missing complete_rate min max empty n_unique whitespace
school 0 1 2 2 0 2 0
sex 0 1 1 1 0 2 0
address 0 1 1 1 0 2 0
famsize 0 1 3 3 0 2 0
Pstatus 0 1 1 1 0 2 0
Mjob 0 1 5 8 0 5 0
Fjob 0 1 5 8 0 5 0
reason 0 1 4 10 0 4 0
guardian 0 1 5 6 0 3 0
schoolsup 0 1 2 3 0 2 0
famsup 0 1 2 3 0 2 0
paid 0 1 2 3 0 2 0
activities 0 1 2 3 0 2 0
nursery 0 1 2 3 0 2 0
higher 0 1 2 3 0 2 0
internet 0 1 2 3 0 2 0
romantic 0 1 2 3 0 2 0

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100 hist
age 0 1 16.70 1.28 15 16 17 18 22 ▇▅▅▁▁
Medu 0 1 2.75 1.09 0 2 3 4 4 ▁▃▆▆▇
Fedu 0 1 2.52 1.09 0 2 2 3 4 ▁▆▇▇▇
traveltime 0 1 1.45 0.70 1 1 1 2 4 ▇▃▁▁▁
studytime 0 1 2.04 0.84 1 1 2 2 4 ▅▇▁▂▁
failures 0 1 0.33 0.74 0 0 0 0 3 ▇▁▁▁▁
famrel 0 1 3.94 0.90 1 4 4 5 5 ▁▁▃▇▅
freetime 0 1 3.24 1.00 1 3 3 4 5 ▁▃▇▆▂
goout 0 1 3.11 1.11 1 2 3 4 5 ▂▆▇▅▃
Dalc 0 1 1.48 0.89 1 1 1 2 5 ▇▂▁▁▁
Walc 0 1 2.29 1.29 1 1 2 3 5 ▇▅▅▃▂
health 0 1 3.55 1.39 1 3 4 5 5 ▂▂▅▃▇
absences 0 1 5.71 8.00 0 0 4 8 75 ▇▁▁▁▁
G1 0 1 10.91 3.32 3 8 11 13 19 ▂▇▇▆▂
G2 0 1 10.71 3.76 0 9 11 13 19 ▁▂▇▆▂
G3 0 1 10.42 4.58 0 8 11 14 20 ▂▃▇▅▁
b1<-ggplot(data=df, aes(G1,G3,color=pass,scale))+
 geom_point(position="jitter")+
 geom_smooth()+
 geom_abline(slope=1)+
 coord_cartesian(xlim=c(0,20))+
 labs(x="First Period Grade",y="Final Grade")
b2<-ggplot(data=df, aes(G2,G3,color=pass))+
 geom_point(position="jitter")+
 geom_smooth()+
 geom_abline(slope=1)+
 coord_cartesian(xlim=c(0,20))+
 labs(x="Second Period Grade",y="Final Grade")
grid.arrange(b1,b2, ncol=2)
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
## Warning: The following aesthetics were dropped during statistical transformation: colour
## ℹ This can happen when ggplot fails to infer the correct grouping structure in
##   the data.
## ℹ Did you forget to specify a `group` aesthetic or to convert a numerical
##   variable into a factor?
## `geom_smooth()` using method = 'loess' and formula = 'y ~ x'
## Warning: The following aesthetics were dropped during statistical transformation: colour
## ℹ This can happen when ggplot fails to infer the correct grouping structure in
##   the data.
## ℹ Did you forget to specify a `group` aesthetic or to convert a numerical
##   variable into a factor?